{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# Keogh datasets\n",
    "\n",
    "- e0509m.csv and e0509m_rand_50.csv: ECG dataset with an anomaly (with and without noise)\n",
    "  - paper [Zotero:WuKeogh2020Current]\n",
    "  - source: https://wu.renjie.im/research/anomaly-benchmarks-are-flawed/arxiv/#e0509m-dataset\n",
    "- qtdbSel100MLII.txt: ECG dataset with a single PVC anomaly\n",
    "  - paper [Zotero:NakamuraEtAl2020MERLIN]\n",
    "  - source: E-Mail by Eammon"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from pathlib import Path\n",
    "import matplotlib.pyplot as plt\n",
    "from config import data_raw_folder, data_processed_folder\n",
    "from timeeval import Datasets, DatasetRecord\n",
    "from timeeval.datasets import DatasetAnalyzer"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "outputs": [],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = (20, 10)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Looking for source datasets in /home/sebastian/Documents/projects/timeeval/notebooks/data-prep/../../datasets/keogh and\n",
      "saving processed datasets in /home/sebastian/Documents/projects/timeeval/notebooks/data-prep/../../datasets/data-processed\n"
     ]
    }
   ],
   "source": [
    "dataset_collection_name = \"Keogh\"\n",
    "source_folder = Path(data_raw_folder) / \"Keogh\"\n",
    "target_folder = data_processed_folder\n",
    "\n",
    "print(f\"Looking for source datasets in {Path(source_folder).absolute()} and\\nsaving processed datasets in {Path(target_folder).absolute()}\")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "source": [
    "# shared by all datasets\n",
    "dataset_type = \"real\"\n",
    "input_type = \"univariate\"\n",
    "datetime_index = False\n",
    "split_at = None\n",
    "train_is_normal = True\n",
    "train_type = \"semi-supervised\"\n",
    "\n",
    "# create target directory\n",
    "dataset_subfolder = Path(input_type) / dataset_collection_name\n",
    "target_subfolder = target_folder / dataset_subfolder\n",
    "target_subfolder.mkdir(parents=True, exist_ok=True)\n",
    "print(f\"Created directories {target_subfolder}\")\n",
    "\n",
    "dm = Datasets(target_folder)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "execution_count": 54,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Created directories ../../datasets/data-processed/univariate/Keogh\n"
     ]
    }
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "E0509m datasets"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processed training dataset ../../datasets/keogh/e0509m.csv -> ../../datasets/data-processed/univariate/Keogh/e0509m.train.csv\n",
      "Processed source dataset ../../datasets/keogh/e0509m.csv -> ../../datasets/data-processed/univariate/Keogh/e0509m.test.csv\n",
      "Processed training dataset ../../datasets/keogh/e0509m_rand_50.csv -> ../../datasets/data-processed/univariate/Keogh/e0509m_rand_50.train.csv\n",
      "Processed source dataset ../../datasets/keogh/e0509m_rand_50.csv -> ../../datasets/data-processed/univariate/Keogh/e0509m_rand_50.test.csv\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[('Keogh', 'e0509m') (test)] ../../datasets/data-processed/univariate/Keogh/e0509m.metadata.json already exists, but 'overwrite' was specified! Ignoring existing contents.\n",
      "[('Keogh', 'e0509m_rand_50') (test)] ../../datasets/data-processed/univariate/Keogh/e0509m_rand_50.metadata.json already exists, but 'overwrite' was specified! Ignoring existing contents.\n"
     ]
    },
    {
     "data": {
      "text/plain": "                                                               train_path  \\\ncollection_name dataset_name                                                \nKeogh           e0509m                  univariate/Keogh/e0509m.train.csv   \n                e0509m_rand_50  univariate/Keogh/e0509m_rand_50.train.csv   \n\n                                                               test_path  \\\ncollection_name dataset_name                                               \nKeogh           e0509m                  univariate/Keogh/e0509m.test.csv   \n                e0509m_rand_50  univariate/Keogh/e0509m_rand_50.test.csv   \n\n                               dataset_type  datetime_index split_at  \\\ncollection_name dataset_name                                           \nKeogh           e0509m                 real           False     None   \n                e0509m_rand_50         real           False     None   \n\n                                     train_type  train_is_normal  input_type  \\\ncollection_name dataset_name                                                   \nKeogh           e0509m          semi-supervised             True  univariate   \n                e0509m_rand_50  semi-supervised             True  univariate   \n\n                                length  dimensions  contamination  \\\ncollection_name dataset_name                                        \nKeogh           e0509m           15000           1         0.0166   \n                e0509m_rand_50   15000           1         0.0166   \n\n                                num_anomalies  min_anomaly_length  \\\ncollection_name dataset_name                                        \nKeogh           e0509m                      1                 249   \n                e0509m_rand_50              1                 249   \n\n                                median_anomaly_length  max_anomaly_length  \\\ncollection_name dataset_name                                                \nKeogh           e0509m                            249                 249   \n                e0509m_rand_50                    249                 249   \n\n                                      mean     stddev     trend  \\\ncollection_name dataset_name                                      \nKeogh           e0509m         -502.867600  49.152187  no trend   \n                e0509m_rand_50 -503.138967  69.589130  no trend   \n\n                                         stationarity  \ncollection_name dataset_name                           \nKeogh           e0509m          difference_stationary  \n                e0509m_rand_50  difference_stationary  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th></th>\n      <th>train_path</th>\n      <th>test_path</th>\n      <th>dataset_type</th>\n      <th>datetime_index</th>\n      <th>split_at</th>\n      <th>train_type</th>\n      <th>train_is_normal</th>\n      <th>input_type</th>\n      <th>length</th>\n      <th>dimensions</th>\n      <th>contamination</th>\n      <th>num_anomalies</th>\n      <th>min_anomaly_length</th>\n      <th>median_anomaly_length</th>\n      <th>max_anomaly_length</th>\n      <th>mean</th>\n      <th>stddev</th>\n      <th>trend</th>\n      <th>stationarity</th>\n    </tr>\n    <tr>\n      <th>collection_name</th>\n      <th>dataset_name</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th rowspan=\"2\" valign=\"top\">Keogh</th>\n      <th>e0509m</th>\n      <td>univariate/Keogh/e0509m.train.csv</td>\n      <td>univariate/Keogh/e0509m.test.csv</td>\n      <td>real</td>\n      <td>False</td>\n      <td>None</td>\n      <td>semi-supervised</td>\n      <td>True</td>\n      <td>univariate</td>\n      <td>15000</td>\n      <td>1</td>\n      <td>0.0166</td>\n      <td>1</td>\n      <td>249</td>\n      <td>249</td>\n      <td>249</td>\n      <td>-502.867600</td>\n      <td>49.152187</td>\n      <td>no trend</td>\n      <td>difference_stationary</td>\n    </tr>\n    <tr>\n      <th>e0509m_rand_50</th>\n      <td>univariate/Keogh/e0509m_rand_50.train.csv</td>\n      <td>univariate/Keogh/e0509m_rand_50.test.csv</td>\n      <td>real</td>\n      <td>False</td>\n      <td>None</td>\n      <td>semi-supervised</td>\n      <td>True</td>\n      <td>univariate</td>\n      <td>15000</td>\n      <td>1</td>\n      <td>0.0166</td>\n      <td>1</td>\n      <td>249</td>\n      <td>249</td>\n      <td>249</td>\n      <td>-503.138967</td>\n      <td>69.589130</td>\n      <td>no trend</td>\n      <td>difference_stationary</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def process_dataset(dm: Datasets, f: Path, train_split: int, anomaly_start: int, anomaly_end: int) -> None:\n",
    "    dataset_name = f.stem\n",
    "    test_filename = f\"{dataset_name}.test.csv\"\n",
    "    train_filename = f\"{dataset_name}.train.csv\"\n",
    "    test_path = dataset_subfolder / test_filename\n",
    "    train_path = dataset_subfolder / train_filename\n",
    "    target_test_filepath = target_subfolder / test_filename\n",
    "    target_train_filepath = target_subfolder / train_filename\n",
    "    target_meta_filepath = target_test_filepath.parent / f\"{dataset_name}.{Datasets.METADATA_FILENAME_PREFIX}\"\n",
    "\n",
    "    # Prepare datasets\n",
    "    df_test = pd.read_csv(f, header=None, names=[\"value\"])\n",
    "    df_test.insert(0, \"timestamp\", df_test.index.values)\n",
    "    df_test[\"is_anomaly\"] = 0\n",
    "    df_test.loc[anomaly_start:anomaly_end, \"is_anomaly\"] = 1\n",
    "    df_test.to_csv(target_test_filepath, index=False)\n",
    "\n",
    "    df_train = df_test[:train_split].copy()\n",
    "    df_train.to_csv(target_train_filepath, index=False)\n",
    "    print(f\"Processed training dataset {f} -> {target_train_filepath}\")\n",
    "\n",
    "    # Prepare metadata\n",
    "    da = DatasetAnalyzer((dataset_collection_name, dataset_name), is_train=False, df=df_test)\n",
    "    da.save_to_json(target_meta_filepath, overwrite=True)\n",
    "    meta = da.metadata\n",
    "\n",
    "    DatasetAnalyzer((dataset_collection_name, dataset_name), is_train=True, df=df_train)\\\n",
    "        .save_to_json(target_meta_filepath, overwrite=False)\n",
    "\n",
    "    dm.add_dataset(DatasetRecord(\n",
    "          collection_name=dataset_collection_name,\n",
    "          dataset_name=dataset_name,\n",
    "          train_path=train_path,\n",
    "          test_path=test_path,\n",
    "          dataset_type=dataset_type,\n",
    "          datetime_index=datetime_index,\n",
    "          split_at=split_at,\n",
    "          train_type=train_type,\n",
    "          train_is_normal=train_is_normal,\n",
    "          input_type=input_type,\n",
    "          length=meta.length,\n",
    "          dimensions=meta.dimensions,\n",
    "          contamination=meta.contamination,\n",
    "          num_anomalies=meta.num_anomalies,\n",
    "          min_anomaly_length=meta.anomaly_length.min,\n",
    "          median_anomaly_length=meta.anomaly_length.median,\n",
    "          max_anomaly_length=meta.anomaly_length.max,\n",
    "          mean=meta.mean,\n",
    "          stddev=meta.stddev,\n",
    "          trend=meta.trend,\n",
    "          stationarity=meta.get_stationarity_name(),\n",
    "    ))\n",
    "    print(f\"Processed source dataset {f} -> {target_test_filepath}\")\n",
    "\n",
    "process_dataset(dm, source_folder / \"e0509m.csv\", 3000, 8712, 8960)\n",
    "process_dataset(dm, source_folder / \"e0509m_rand_50.csv\", 3000, 8712, 8960)\n",
    "dm.save()\n",
    "dm.df()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "qtdb Dataset"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processed training dataset ../../datasets/keogh/qtdbSel100MLII.txt -> ../../datasets/data-processed/univariate/Keogh/qtdbSel100MLII.train.csv\n",
      "Processed source dataset ../../datasets/keogh/qtdbSel100MLII.txt -> ../../datasets/data-processed/univariate/Keogh/qtdbSel100MLII.test.csv\n"
     ]
    },
    {
     "data": {
      "text/plain": "                                                               train_path  \\\ncollection_name dataset_name                                                \nKeogh           e0509m                  univariate/Keogh/e0509m.train.csv   \n                e0509m_rand_50  univariate/Keogh/e0509m_rand_50.train.csv   \n                qtdbSel100MLII  univariate/Keogh/qtdbSel100MLII.train.csv   \n\n                                                               test_path  \\\ncollection_name dataset_name                                               \nKeogh           e0509m                  univariate/Keogh/e0509m.test.csv   \n                e0509m_rand_50  univariate/Keogh/e0509m_rand_50.test.csv   \n                qtdbSel100MLII  univariate/Keogh/qtdbSel100MLII.test.csv   \n\n                               dataset_type  datetime_index split_at  \\\ncollection_name dataset_name                                           \nKeogh           e0509m                 real           False     None   \n                e0509m_rand_50         real           False     None   \n                qtdbSel100MLII         real           False     None   \n\n                                     train_type  train_is_normal  input_type  \\\ncollection_name dataset_name                                                   \nKeogh           e0509m          semi-supervised             True  univariate   \n                e0509m_rand_50  semi-supervised             True  univariate   \n                qtdbSel100MLII  semi-supervised             True  univariate   \n\n                                length  dimensions  contamination  \\\ncollection_name dataset_name                                        \nKeogh           e0509m           15000           1        0.01660   \n                e0509m_rand_50   15000           1        0.01660   \n                qtdbSel100MLII   20000           1        0.01005   \n\n                                num_anomalies  min_anomaly_length  \\\ncollection_name dataset_name                                        \nKeogh           e0509m                      1                 249   \n                e0509m_rand_50              1                 249   \n                qtdbSel100MLII              1                 201   \n\n                                median_anomaly_length  max_anomaly_length  \\\ncollection_name dataset_name                                                \nKeogh           e0509m                            249                 249   \n                e0509m_rand_50                    249                 249   \n                qtdbSel100MLII                    201                 201   \n\n                                      mean     stddev     trend  \\\ncollection_name dataset_name                                      \nKeogh           e0509m         -502.867600  49.152187  no trend   \n                e0509m_rand_50 -503.138967  69.589130  no trend   \n                qtdbSel100MLII  -63.901050  36.932954  no trend   \n\n                                         stationarity  \ncollection_name dataset_name                           \nKeogh           e0509m          difference_stationary  \n                e0509m_rand_50  difference_stationary  \n                qtdbSel100MLII             stationary  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th></th>\n      <th>train_path</th>\n      <th>test_path</th>\n      <th>dataset_type</th>\n      <th>datetime_index</th>\n      <th>split_at</th>\n      <th>train_type</th>\n      <th>train_is_normal</th>\n      <th>input_type</th>\n      <th>length</th>\n      <th>dimensions</th>\n      <th>contamination</th>\n      <th>num_anomalies</th>\n      <th>min_anomaly_length</th>\n      <th>median_anomaly_length</th>\n      <th>max_anomaly_length</th>\n      <th>mean</th>\n      <th>stddev</th>\n      <th>trend</th>\n      <th>stationarity</th>\n    </tr>\n    <tr>\n      <th>collection_name</th>\n      <th>dataset_name</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th rowspan=\"3\" valign=\"top\">Keogh</th>\n      <th>e0509m</th>\n      <td>univariate/Keogh/e0509m.train.csv</td>\n      <td>univariate/Keogh/e0509m.test.csv</td>\n      <td>real</td>\n      <td>False</td>\n      <td>None</td>\n      <td>semi-supervised</td>\n      <td>True</td>\n      <td>univariate</td>\n      <td>15000</td>\n      <td>1</td>\n      <td>0.01660</td>\n      <td>1</td>\n      <td>249</td>\n      <td>249</td>\n      <td>249</td>\n      <td>-502.867600</td>\n      <td>49.152187</td>\n      <td>no trend</td>\n      <td>difference_stationary</td>\n    </tr>\n    <tr>\n      <th>e0509m_rand_50</th>\n      <td>univariate/Keogh/e0509m_rand_50.train.csv</td>\n      <td>univariate/Keogh/e0509m_rand_50.test.csv</td>\n      <td>real</td>\n      <td>False</td>\n      <td>None</td>\n      <td>semi-supervised</td>\n      <td>True</td>\n      <td>univariate</td>\n      <td>15000</td>\n      <td>1</td>\n      <td>0.01660</td>\n      <td>1</td>\n      <td>249</td>\n      <td>249</td>\n      <td>249</td>\n      <td>-503.138967</td>\n      <td>69.589130</td>\n      <td>no trend</td>\n      <td>difference_stationary</td>\n    </tr>\n    <tr>\n      <th>qtdbSel100MLII</th>\n      <td>univariate/Keogh/qtdbSel100MLII.train.csv</td>\n      <td>univariate/Keogh/qtdbSel100MLII.test.csv</td>\n      <td>real</td>\n      <td>False</td>\n      <td>None</td>\n      <td>semi-supervised</td>\n      <td>True</td>\n      <td>univariate</td>\n      <td>20000</td>\n      <td>1</td>\n      <td>0.01005</td>\n      <td>1</td>\n      <td>201</td>\n      <td>201</td>\n      <td>201</td>\n      <td>-63.901050</td>\n      <td>36.932954</td>\n      <td>no trend</td>\n      <td>stationary</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "process_dataset(dm, source_folder / \"qtdbSel100MLII.txt\", 3000, 13520, 13720)\n",
    "dm.save()\n",
    "dm.df()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Exploration\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### E0509m\n",
    "\n",
    "- use first 3000 points for training\n",
    "- use everything for testing\n",
    "- the anomaly is around 8800"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "15000 -817 -156\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1440x720 with 1 Axes>",
      "image/png": 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MorCfYEmaxQeS5RiosAcG7ihRDBiRo7AkzV0YXHAfhVmARGllfl/xumkf5g0tPozZg34eeD6sxWEY9hC65rbwQMhxGDAiR2H9rbsoLK1wHQYBidKL1017YtNr+zGmpPGNYim2k7AH9lmjRDFgRI6iMhXfVUKbXpMbhCxIOCWNKOVCMm155bQNheUetqM/FPPZ2Foh49z53rAMS9IoUQwYkaMwrdVdeD7dh+eUKL0UlmbbEq999sMMI3vge8Me2EuKEsWAETkKexi5C6ekuQ9L0ojSK2T4A99itiEzA9p29DgF70XWYqDCHjjFlhLFgBE5SuhCmRc7pwudksbz6QZsek2UXrxu2hN7S9kPp6TZg6xE/z1lVugkRwsPhByHASNyFHb4dxeZ/W5cx/y+ZI08UeopqgpJ6L+39lgoKDQDmifGDliSZg8sSbOHkD5rPA8UBwaMyFEU7qy6SmhFGs+nG/ChiSi9FFWFV9KWb3yP2YfMDCPbYcDIHkJK0hjltgwnTVOiGDAiR1GYYeQq7EnlPixJI0ovWVHhCaQY8bppHyEl89wAsQWjJI0ZzJaSmdliC6zSoEQxYESOErqDx6ud08kMLrgOU8+J0ktWVHgZMLIdPozZj34/4nrRWtzstQeWpFGiGDAiR+E4YXcJDSjwhLqBzNRzorRSVcDjCQSMeN20DZak2Y9+HvhwbC2WpNkDWwZQohgwIkfhSEh3YQDQfViSRpRessoMIzsKuZ8xkGcL+gMy70XW4trdHkIyjPimoDgwYESOwpRvd2H5kvvIptPIc0qUelpJmrZ843vMPphhZD8sSbMHmYEKW+B5oEQxYESOonBB5iqhTULJDVgjT5Reqopg02uLj4WCFPZYtB39nPDZ2FqhPYx4Mqxi3tDjaaB4MGBEjsKm1+7CKWnuw/coUXrJKqek2VHI/czC46CgYEkaz4iVOODEHrihR4liwIgcRb/pS4ILMjdgSZr7hDa9tvBAiFxKVlR49abXvG7aBh+K7UfvncPyG2uZ13c8F9aRmelFCWLAiBxFv8B5JYkXOxfgw477cAeLKH1U4x7IkjS7CR3iwDNjB/o54emwFjOP7SEkqM3AHcWBASNyFH23yOsR3MFzATYJdR9ZVZHD7AeitNCvmZ5A02u+xexDZk8+21FYkmYLoc2WLTyQLKfwPFCCGDAiR9EzFjyS4MOoCzA91n0UFaYJThYfDJHLyGEZRrxu2gezKOxHVhgwsoOQkjSeC8uE9lnjeaDYMWBEjqJHx3M8EndWXSBkShrPpysopv4qXKQTpZZ+zWTTa/tRVWbM2g2npNlDSPYd3xyW4aRpShQDRuQo+m6RVxJ8GHUBReX5dBtZUZHrkYzfE1HqKGEZRtwltg99914IPozZhTEljfciS5kzW7gusE7IhE2Lj4WchQEjchTzYpkLMucLKTG0+FgoNWTVPMHJ4oMhchnzNRPge8xO9AfhHA7lsA09I4/nw1ochmEPsgJ4hIAQ4M2D4sKAETmKftP3eJiR4gaKKWOMESN3UBTV6GHE7Aei1DKumQzK2o7CDRDbMTKMeEIsFZJVxHNhGUVVIUmAAN8TFB8GjMhRjClpksR7jgsYJYYe7si6RUjKM08pUUrpi3yP0ViebzK7CK5PmAFtF2xEbg/m6xTPgnVkRQ1kGAlu6FFcGDAiRwktSePFzulCzqfFx0KpEdr02uKDIXIZcx8/gA9fdmLO/uL6xHpqWPkm70fWMQfu2E/KOrKiQpIEJPZZozgxYESOEpqRYvHBUNKCu+VcYLuFrKrBh1meU6KUUiJ6GPE9ZhfB/lLMgLYDo6dUYAODzZatI3Nz0BaUQAa4gOAzFMWFASNyFPPuKhfKzhc69c7ig6GUkJVguQxPKVFqhWcY8bppH1yf2IsepMhh+abl9KwiD8s1LaWXpEGwxyTFhwEjchRFVSEEIDHA4ArmJuY8ne6gKKqxo8uHJqLUCs8wYljWPowSaw/XJ3agT0jzsEG85UL6e/GaZRmt6bWAAHjroLgwYESOoqiBhm3gbpEbBHdkJa7mXIJNr4nSRzE9eAF8j9lJSIaRxcdC5jIoZhhZTf9/LzHDyFJ+WXuGkgSvURQfBozIUWQFkITWsI2cTzalKXNH1h0URWVDXqI0MR6CPfpDsJVHQ2ZySNkNT4zVwnsYMWBkHaM6QPC9YSV9Q08INh+n+DBgRI6ipVMCQgje/F1AP4VMU3YPc4YR36NEqWWUpAmWfdqNfm5yPBKzKGxANZ0PIJidR5mn986RBDeSrKQoetNrngeKDwNG5CghNx1e7RxPVs07shYfDKWEoqpGCQDPKVFqGc1jPczisxu9T4uHGyC2EJyqyw0Mq8l67xxu9lpKVrXrk5bpZfXRkJMwYESOIiu86bhJcEEnsbTCJRTFNPLb4mMhcpvg5Cc+BNuN0fSaGyC2YB7lDvB+ZCVFCfYf5XvDOoqiai09BO8dFB8GjMhRFDWYTskAg/OFLrB5Qt1A5pQ0orQxJj8Fsvj4FGwfoRsgPDFWC3+v8JxYRw5sJAk2W7aUbCpJI4oHA0bkKMGSNBZCu4FiahJK7sApaUTpYx7dDvA2aCdG02uWe9hCRIYRz4llFFXLbBGCG0lWklVVGxzETVqKEwNG5CiKqo3llCTuFrmBbGp6zfPpDtqUNL2HEc8pUSrJYUF2Xjftw5gEJTGQZwfhG1LsK2Udc2YLL1nWMTe9ZpUGxYMBI3IUvf5WgAEGN1BCxhBbfDCUErKqmpqMWnwwRC7DrAn7ko0+Ldy9twM9uBoskbbyaLKbnnnMZsvW0s+DVhrIE0GxY8CIHEVWAwsyVqS5gvnhh+fTHfSdRIDvUaJU0wMRfI/Zjz4JSpIYnLADJfy9wnNiGW2zV1u7c7PXOrJ+HsD3A8WHASNyFCVkSprVR0PJCpZXsEmoW2glaWx6TZQO+uh2L0vSbEcxZRjxvFhPPwc5Hja9tlpISZrVB5PFlJAMI6LYea0+AKJ4BNNa+TDqBqq5vIKn0xW0kjS9h5HFB0PkMuYgOwBeN20kOAmKp8UO9OCqJJiNZzW92TLAdYGVjLJZPkNRnJhhRI6i71KwDtod9AWdx8PdDrdQFFN/FZ5VopRSw3sY8T1mG8FJUFyf2IEeXGXGq/WMZsuC1ywrKYrWlJ8laRQvBozIUYJNJZle7AbmHkY8n+6gZwECXJAQpZoc1pdFUaw8GjILnQTFi5/V9DWFl02vLSerpuw7ngfLsPk4JYoBI3IUY0HGi50rBKfecRHhFrKimnpGWHwwRC5jZE14WGZjN8EJRDwvdhDMMGKJtNXME44ZTLWOzObjlCAGjMhRlEAdtMSLnSsopt0Onk/nUwIL9GDPCJ5TolTSL5MeNr22HX0SFHfv7SE8G4/3I+sE20kwmGolo+k1eB4oPgwYkaPI5jpoXu0cT1ZVCKGlGPF8Op9iKjEEeE6JUi2yL4uVR0Nm5pI0BvKsp4aVpDHj1Tp602tOOLZWsOk1g9oUHwaMyFH0OmhJCO4WuYA+hljPSCFnkyN6RvA9SpRKwawJffnG95hdBB+KGcizA2OohuD9yGoK+3vZgqyokNh8nBLAgBE5iqwophImq4+GkmWMIQZ3ZN1Ab8DL7Aei9FDCMox4H7QPxdxj0eqDIfb7shH297IHRdUzjLg+o/gwYESOoqdTgj2MXCE4hpg3LzcIz37gwyxRaunvKU4itB9jEhSYRWEHwRJpvek1z4lVFBUQRikUz4NVgmWzPA8UHwaMyFEUBZCkQFNdXuscz9z0mumxzqfv6OZ42GSUKB3k8D5hfI/ZhjEJihsgtqDfjxhctZ7WfoATca2mqIDE5uOUAAaMyFGMtFYww8gNQkd8Wn00lCyFC3SitDJK0jzM4rOb4CQoboDYgR5czWHTa8uFvDd4Hiwj64E7tvWgODFgRI6i3XQkRsddQlG1BnwAFxFuEDHGmCeVKKUiJxHyPWYX5qbXfBiznhpWIs0gnnVC3xs8D1Yxml6D9w6KDwNG5Ch6dFxres2LndPJxpQ0gCFA59OzH4xJQRYfD5HbhJfZkH0o7A9iKzKHMNiG/t4AuC6wkt70GlyfUZwYMCJH0dNaIYITmci5jClp3JF1BXOGEVPPiVIvPMOIGyf2wUlQ9hIeXOV7xTrB9wbXBVYKLQ3kiaDYMWBEjqIE0lolwd1VN1BVFdpmB29ebmAs0AX7jBGlA6ek2VewJx8fiu0gsnzTyqPJboqir90BhlOto7eBYPNxildSASMhxPeFENuFEFuFEM8IIaaa/u7rQoiDQoh9QojLTa+vFELsCPzd7ULwyZ9iF4yO82HUDfRdJ/akcgc960/iLjtRWshG02s+BNuNPvWT/UHswdjA8PAxw2rm7Dtmk1tHbwPBSY4Ur2QzjH6iqupSVVVPB/A4gO8AgBBiEYBrASwGcAWAO4QQnsDn/BbAjQDmBv67IsljoCwiG9Fx9jByg+DNSxj9b8i5giVp4C47URooxntMCvkzWc/ck49nxXr6eyOH7xXLyUqgtyGzyS3FSY6UqKQCRqqq9pr+WITgPfIaAPepqjqiquoRAAcBrBZC1AIoVVV1vapdMf4K4B3JHANlF1lR4ZUEJIm7FG4QnJLGBbYb6AtySXCXnSgdjAwjXjdtR1EASdJHVvPMWC28hxFPiXW0ptdgMNViigqjpQefoSge3mS/gBDihwCuB9AD4OLAy9MAvG76sBOB13yB34e/ThQTfQePY9jdQVEQ2JHlKsINOCWNKL3CexjxTWYfsqoiR5LYH8Qm9PdKjodNr62ml6RBCAYqLCQHAnfMAKd4TZhhJIR4TgixM8p/1wCAqqrfVFW1HsC9AD6jf1qUL6WO8/pY3/tGIcRGIcTGtra2if815HqKohr9UbhSdj5Zb3rNnlSuEDkljeeUKJWUsAwjXjftg02v7cXYwGA2nuX0ptfMPLaW3taDzccpXhNmGKmquibGr/V3AP8B8N/QMofqTX9XB6Ap8HpdlNfH+t53ArgTAFatWsWfbNJ2KQQ7/LuFopiahFp9MJQ02ZxhBKY8E6WaOSgL8LppJ0bTa8GHYjvQ3yuckmY984ATso5ianrN9RnFI9kpaXNNf3w7gL2B3/8bwLVCiDwhxExoza03qKp6CkCfEOKswHS06wE8mswxUHaRFU5gchNjESFxR9YN9Clp2kMTzylRqgVHhWvLN77H7MMY4gCuT+wg2O9Lf6/wrFglZMAJz4NljGl1bD5OcUq2h9GPhBDzASgAGgF8CgBUVd0lhHgAwG4AfgA3q6oqBz7nJgB3AygA8GTgP6KYKKrW9Jo7eO4gm9KUuYhwPn8gYmS8R/nYRJRSepmNh31ZbEdW9HIPBsvtwAiuepiNZzWjnQQY5LaKqqpQVfaYpMQkFTBSVfXd4/zdDwH8MMrrGwEsSeb7Uvbyywo8khYZZzql82k3LwC8ebmCMSWNC0OitJADWXyckmY/imou9+CZsRqnpNmH3k6CwVTrmN8PzACneCU9JY0ok/SRkAqYYeQGsqIaDZL55ON8+sOsx2j8ypNKlErhPYy46rcP/X7G25k9hJekMYhnHb2dBBhMtYz53sGsfopXUj2MiDJNHwkJcEHmBrLKkjQ3MZpeS1rmGM8oUWqp+mTJwJ+ZaWsfiqr3WOTuvR3o54BNr62nNYQH+3tZSO8xqZekEcWDASNyFH0kpOBdxxUU7si6ih70Y3NLovTQm8dKQn8I5nvMLrRzA44Otwkjo8LD94rVZNN0Li72rBHMMAJLAyluDBiRoyiK1vRaEoL3HBfQxxBLDC64QkiNPLijS5RqIZsmYIaRnehNr7kBYg/BkjT2+7KaoqoQeg8jnglLyLK+PpOY1U9xY8CIHMVvGlvLi53zySogBIMLbqHvYBllGRYfD5HbqGowgw/gQ7Cd6E2vJfZvswWFTa9tw5xNziC3NfT1WXDStMUHRI7CgBE5hqKYH0Z5sXMDRU/hZ3mFKxgLdH1sK88nUUrJigpJwMgw4nvMPoym1+BDsR3oD8g5Hja9tpqs6u8NBlOt4g80MZL088DtBooDA0bkGHJYfxRe7JzPPFUGYBDQ6ViSRpReRtlT4M98j9mHXnbDCZH2YGwy6usLC48l2ylKsNkyz4M19KbXzDCiRDBgRI4hmzOMwIudGyjGlDSWV7iB0fRa7zPGE0qUUqqp7xsAbpzYiD7FlQ/F9mBktTCD2XKyPiVNCGbfWUTPMApmgFt8QOQoDBiRYyim+ltwQeYKwabX2p+5oHM2vznDSLAEgCjVZD3IzqxM21H0/lJgsNwOgudDw3NiHdnUf5Qnwhp6hpGHJWmUAAaMyDHMD6MSt/BcQevHwYk/bmFkAeqNzK09HCLXkfXSjsBjMK+Z9qGYp6TxodhyiqJCmHsk8o5kiWDzcQkSl+6WMTKMJAFJYtyO4uO1+gCIYqWEPYwye8H5FDU4UQvggs7pzCVpgiVpRCmnmMqeAF4z7UQOTEnjJCh70HskSszGs1Rws1cvSeOJsELI+gw8DxQfBozIMeSwchde6pxPNqakaX/m/cvZZD3lmVPSiNJCYUmabekBChUM5NmBEcBjNp6lgoEKif1HLRTeMoCngeLBkjRyDH1KmsTRnK6hqKpxPgEuJJzOyAJk41eitDB6GIGNfO3GuJ+xoawtmEsEAb5XrBKeYcTTYI3QTXeeB4oPA0bkGEp49oK1h0MpoIT1MOKurLPJppRniaOliVJOYZmNbQUb+/JhzA6CU9K0PzPDyBqybMow4jAMyxgBI73HJM8DxYEBI3IMvWGbl9Fx19BTxvnw4w7hCxIu0IlSS1EROirc4uMhjaqqpp583PywA0UNbRDPd4s19I0krxQ8E5R5xvrMw013ih8DRuQYeoaRZLrpMELubLKCkJI07jw5m2IuGxWCCxKiFJPVwOSnwJ95zbQHPTiub4DwtFhPbxAvBZ50eE6soW/2slzTWpEZRtYeDzkLA0bkGMFyFzZJdgtFDZ/4Q04WsiBh02uilFOU4CQugPdAu5DNfVo4gcgWZCW03xczXq2hb/Z69VJ1rvQsYe5hxPNA8WLAiBxDv9iFNPy08oAoabKiwitJwfIKnlBHC0l5Bs8nUaopRl8W3gPtJDS7kufFDowG8eyRaCk9w0gPdDNwZ43wSdN6II8oFgwYkWMoaujFDmAGg9PpY4hZYugOoRlG3MEiSjVZgREsYhaffURc+3haLMcG8fZgDKzhhGNLmYeSAGwZQPFhwIgcwy9HNs7jBc/Z/IoSFgC09ngoOaFT0riDlQ4/f2Yf/rnxuNWHQRbRy3gBBCYRWns8pDFf+7gBYg+yGnw4BtjvyypGhhGz7ywVWpLG6xPFx2v1ARDFykj5FgKSxBImN1CUYD01wIWE0ylhZaPMMEqtYZ+M2184CADYdqIbP3jHaRYfEWWaProd0B6D+R6zh5Brn2kDRP89ZZ6iqJAEjAwjskZodQCD3FaJ7DFp8QGRozDDiBzDHB3XccfI2fyKomWMBU4pz6ezyebUcy5IUm7HyR4A2kPo314/hh0neiw+Iso0RVWNDRNJCPYDsYnwhrIAN0CsFt7vi+sLa/iV0Ow7ZrZYI6SHETf0KE4MGJFjyGFNJcnZFEWFourZKBquI5zNeI8Krc8KH2ZTa1cgYPT0rRfAKwk8vr3J4iOiTFMCjXwBAAzK2kbI+iTwGgMU1gpOSdPwdFgjohTK4uPJVuFNr/l+oHgwYESOoZjTKcGSNKfTF9jekIk/PKFOppcACGORzvOZSsc6h1CQ48HcKcVYVl+OLce6rT4kyjCWpNmT0dhXsCefXejBVSPji+fDEuEN4RlItYZ5zS0JNr2m+DBgRI6h33TMJUxcLDtXyAh2LrBdQQ6UAACAJPF8ptqxzgE0VBZCCIH5NSXY19LH9P4so6jaewtg02s7CTa9BjdAbMKYwsqSd0uFrPXAdYFV9PMgSQIQfD9QfBgwIscwX+w4JtX5QgKAzBhzBUUJlssIcCcx1Y51DqJhUiEAYN6UYvQM+dDSO2LxUVEmhbzHOOnGNsZqek3WkVUY/b4A5rtaJTzDiO8La4SuucE3BMWFASNyjNCxtWxi6HR+0wJb4g6gK8iKCq9kepi1+HjcpqV3BLVl+QCAVTMqAQBr97VaeUiUYeYsPgGwT5hNhDeUBRgwspqiqPAIU9CI58MS/rDqAAa5rRG65mZJGsWHASNyDDnaDp6Fx0PJUaKWGJKT+ZXgBCfuJKaWrKjoHfahvDAXALB4aimmlRfg5QNtFh8ZZZI+KABgSZqdmDe0JJbM24JRkhb4MzekrKGEBFO5zrOKseYOtIHg+4HiwYAROYZiWpDpeL1zLmPUqkcK9nzgCXU0JSL7geczVXqGfFBVoLIwB4AWkJtWUYD2/lGLj4wySW8sD0CbksbHL1uIVpLG7C9r6U2vuSFlLb85YMTpXJbxm0sDwfNA8WHAiBxDDkwhMU/V4grAueSwmxfAG5jThUxwEhN8MMWlc0ALDFUU5RqvVRbmonuQAaNsomdNAOCi30ailcxzA8RanJJmD6HZd4JBbouYN90FzwPFiQEjcgw5MLdWMgcYeMFzLPOIT8EFnSsoarAkjeUyqaUHhioKgwGjiqIcdA74rDoksoD+EAxovVkYlLAHlszbD0vS7EGWQzOMmHlnDX/4eVAsPiByFAaMyDH0DKOQHgG88TiWeRHBng/uEJJhBC7QU8nIMDIHjAIZRgwaZI/wsk+eeXtQTOsTYwOED2SW0qekGefD4uPJVnJIOwluJFlFiZIFSRQrBozIMYI3HRgLAD6QOpc/sML2SOz54BayEuwx5sZeBc/sasaMr/0HTd1DGf/e3YNaJlF5oIcRoAWM/IqK/hF/xo+HrCErwQwjIQTvgTYRsj4JvMYNEGvpU9KMjC++VyxhniAocZ67ZSJ7SfE8UOwYMCLHiNZUkpc754o+hphn1Mm0kjTt926skf/nphMAgG3HuzP+vXuGIgNG+u+7WJaWNRQVprJP9wVlnUoOGVmtvcZzY63wkjSeD2vIYRNxuTFojfDAHU8DxYMBI3IMOWw0J8AFgJOF9jDSXuPpdLbIkjRrjyfV8rzaLXPEn/lak95hHyQBFOV6jdcmFWvlaR0DIxk/HrKGompZExrBa6ZNhDeUNb9G1ohses3zYYWQ/l5g3zWrhA6aYXYqxYcBI3IMc8AIRk06L3hOFdqAjws6N5BNTa+FCxus5Hk9AIBRKwJGQz6U5OcY/38BYEpJPgCgtY8Bo2xhLkmTWFZgGyEPY9wAsQU9YMSSd2sFM4wkZrZYSI4oSbP4gMhRGDAixwgdzRl4kRc8x2LGmPvIsgqveUqay96guYEMoz4Legb1DPlQVpAT8tqUkjwADBhlE0UJDcrymmkPRsk8p37aRrAkjU2vrWRkGAX6jyqM3FlC22zQzoHWMoAodgwYkWOEp1MC3DFystAAIBd0biCr5oa87nt/6sGwrsDEskzqHfajtMAb8tqk4jxIAmjrHc748ZA1ZNVc9smJQ3Zhvp8FN0B4cqyk9/sSgScdng9rBNsPaCeCZ8Easqoa54BNryleDBiRY+j1tlJIzxte8JzKnKYcTBnn+XQyRTGP/HZfr4JhnwwA6BrMfMAoWoaRRxKYVJyHtn5mGGUL7SFY+70keM20i5A+LSxJswVZn5IW+DPfKtbwmzKMJMGaNKvIimkoCfh+oPgwYESOEZphpOEFz7n0HkaSxAWdW8iqKWDkwnXh4KgWMNInlmVS75APpfk5Ea9PLs5DG0vSsoaimLP4WFZgF0q0jFmeHEvJgfJNiT0vLSXLWs8/fXOQQW5rhAwlceH6jNKLASNyDCNg5OEOnhsoqjnDiAtsN5DDHmbdVpI2OKr1LrKk6fVw9IBRRWEOugczH8Aia5iDsgCvmXYReCYO2dDig7G1lED5JpteWyuwN2iUa/I0WEM2ZYBLwn0Z4JReDBiRY0TrYcQLnnP5wyY2AFxgO51izjACXPc0OxDIMPLJmQ8Y9Qz5UFYYGTAqK8ixJOOJrGHOMJIk3gPtIrSxr/Yaz4y19PtRcL1o8QFlKVnR7peczmUtWQldnzGASvFgwIgcI6SppL4g4wXPsUIWERYfC6WGOeXZjeNzjQyjDAeMRvwyhn0KSvO9EX/HgFF2UVQEs/jAkjS7UELWJ9zQsgNZ0SdCaX9mSZo19NulN1AeyPNgDS07VW96zQwjig8DRuQYSkhTSe4YOZ3ew8jLng+uoSjBhrxaSZq7Tqjew8jnz+y/q3dIC1SFN70GgLLCHHQzYJQ1tF1i7fecdGMf7LFoP1qGEbjBaDF9c1ASWgdyZrZYQ5bD7h3WHg45DANG5BhGjwDz2Fpe8hxLiZIx5rYAQ7aRw0rS3HY6R3zaRWgkwxlGvcNaQKg0WsCoIAejfsWY4EbupqhaI19AewDjw5c9hE5x5QaIHegZr2xhYC1zhpEAIxVWkVUVXj3DCILXJ4oLA0bkGHpJmiS4Y+QGeg8jr8Qm5m6hZT+YU54tPqAU8wd2Sn0ZbnrdG8ggitb0urwgF4A1k9so8xTV1FgevGbahTnDSOIGiC0oxpQ07c88HdYwMowC54IbvdbQpgZqv2d2KsWLASNyDFlRjP4ADDA4X7BJKHs+uIW2o6v93o3jc/Uyykw3vdaDQWNlGAHgpLQs4VdUePUnYC76bUOOMsSBZ8ZasjElTTshzMazhpbZEhznzvNgDVkxZxjx+kTxYcCIHENWYGqoywCD08nmDKPAa1xIOFv4FA630QNFmW563Tus9zCK3vQaYIZRNlAUFaqKsNHIFh8UAQgtSeP6xB70+xFbGFjLrwTLaLVSKJ4HK8iKamTbSRLvHRQfBozIMbTeDeGvWXMslDx/yI5scElHzmUul3Hjw6xPzzCyqiQtSoZReaGeYTSa0WOizNPLsr3mPmG8ZtqC0WNRBEPlXJ9YSwn01GMLA2sppqxIN05PdYrwDCO3ZYBTejFgRI5hHtnNAIPzmVP4gz0fLDwgSlpIhpEbS9IUazKMesbpYcQMo+xhLuMFAu+xzP4o0hiMHosS1yd24dczjJjxZSm/ae0OF24kOYU504u9xyleDBiRY0Qrd+GNx7lCej4YU0ysPCJKlmya4OS2sa2qqhoZRqOZzjAa9iHXKyE/xxPxd6UMGGUN86AAIJDF56p3mXMpUZpe835mncjyTXfdj5xEUVR4POFrd56NTFNUNeTewTcExYMBI3KM8OwFgNc7Jwv2MJJMC2yeUSdTwrIA3XQ+ZVP6W8Z7GA35jEyicCV5XkiCAaNsEAyyB5duLnqLOVq0DRBmzFononxTCNdlvDqFP2RdoL3GU5F5ob2k3JcBTunFgBE5hqyaM4yYkeJ0ftOOrL7txAW2s4W+R931/jT33NIzjTKld8iP0vzIhteAVp5UWpDDgFEWkKNkGPGaaQ/mptfBDS2eHKuEB1fddj9yEvNmr2RMrOPJyDRzLykmGFG8GDAix1AUc0PdwGu86TiWHGi+4fGYStJ4C3M0RQkuCIUQrjqb+oS0whwPZEUNyThKt97hsTOMAK2PEQNG7qf30JJCMm3d9C5zLpklabYSvXyTrCCbAxWB13guMs+vKCGTpt2UAU7px4AROUbUkjRe7xxLr+rxmppecxXhbNp7VPu9JNxVYugPZBUV5ml9hHwZLEvrGfJFnZCmKy/IQfcgA0Zup5iumUBgl9g9bzFH00ugtDUKsyisJsvm8wHAhUMYnEJW1LAgN69bVlAUhGSAMzuV4sGAETmGbBrZDWakOJ6RYWSaYsIbmLNpU2nMY1utPZ5U8gV+XgtztdKwTPYx6h3yRZ2QpmNJWnbwm66ZgF6S5qI3mYPpAQovx7jbQvh7hcl41pFVNaSXFMC1uxX8imIKoIrxP5goDANG5BjMMHIXcw8j9nxwB0U1Zxi5a4KTkWGUq2UYZXJSWu+wnyVpFFL2BAT6slh4PBRk7nEm8WHMcqEZXyxJs5KfGUa2IKuIMmmaJ4Jiw4AROYasqPCGjeYk51IUFUJo/TjY88EdZNM0FIhgCY0bGD2McjNbkqaqaqAkLXrTawAoL2TAKBsYTa89wV1iXjPtQd/QEkIY6xNmf1knvEG8ENqagzIvpNkyB9ZYRjZlGOlBbZ4HihUDRuQY5odRXuycz29aRLDngzsoIWNb3RXW9RkZRoGStAxlGA2OypAVNaYMI+4Wupt5dDug9QnjNdMeODrcXvwyM4zswh9lYI2bso+dQjb3MOLgIIoTA0bkGP4oJWm82DmXbFpEBEvSyMlk1RzUdVe6s94ToygvsyVpeubQeD2MygtyISsq+kf8GTkmsoY/Skka2UPU3XsrDyjLhWfjaT31eEasoJirA4y1u4UHlKVk05Q0zpmheDFgRI4R7abDi51zmUetSjyhrhDeZ8xNi0J9xzrfqwWM5Aw9fPQOBwJGE2QYAWBZmsuFZxgJlqTZhqwEy5/ADS3L6cFVyVQizdNhjZDsO6MkjScj08zrMz0TnKeBYsWAETlG6AQm3nScLiRjLPAaF9jOpqihJWluSjvXexbl5WgBIz2AlG69Q1rW0HglaXowqXuQASM3C8+aYEmafciKAk9Yj0WeGusEexhpa0Y2IreONgyDm71WMweMdLx/UKwYMCLHMGekgDcdx+PUO/cJ6TMmuet86jvWeV7ttilnKH0qlpK00nytrxJL0twtOIkruHHipveYk/mjZcxyhWKZyGw8PhxbxS+rIVmRAKC6aCCGU8hRAndEsWLAiBzDb6q/ZdNr5zNnjLHng/OpqgpFDaY6A8JVJWl6hlF+ToZL0gIBo/EyjIrytIDRAANGriaH9TCCYPNYu4i2AeKm65/TRExJA9eLVgkJVARe43Ur82Rz4I7T6ihODBiRYyjmDv+B11iS5lzmUavGazyfjqU/HHlDHprccz6NHkY5FmUYFXjH/Bg9YMQMI3eLPiXNyiMinZZhFF4yb+URZTd9SIHHE9xkZJDCGswmt4fwoSQAA3cUu5QEjIQQXxJCqEKIyabXvi6EOCiE2CeEuNz0+kohxI7A390uBBPjKDZ+RWHTaxeJNvWOiwjnMhbopodZN51P/d+Xn+keRoGm1yXjlKTpk9sGR+WMHBNZI3Lyk+BN0CZCGsoa9zOeHKtEZBgxuGqZaNnk3BzMPFkJBlCZBUnxSjpgJISoB3ApgGOm1xYBuBbAYgBXALhDCOEJ/PVvAdwIYG7gvyuSPQbKDiG7FNzBc7xoY4j59ONcgXiKcS4FhKsWhaN+fUpaZjOMeof8KMnzRjSrNGNJWnbQg5bGe4wlabbhj9JjkQ9j1vGHl2+y35dlzNnk3Oy1jmxq68HBQRSvVGQY/QLAVxD6/r8GwH2qqo6oqnoEwEEAq4UQtQBKVVVdr2o/pX8F8I4UHANlgZDRnNzBczxZDS9f4gLbyfSePp7AXUW4LPkhPMMoUz2MeoZ8xhS0sRTlsiQtG+gBWHNzZV4z7cG8AWI8jLnqCugsSpTyTa4XreFXVNNGkoanIvOilgZaeDzkLEkFjIQQbwdwUlXVbWF/NQ3AcdOfTwRemxb4ffjrRBMKzTDS8GLnXFEX2DyhjqVn3EimxvRuOp/BHkaBgJGSmTEvvcMTB4w8kkBBjocZRi6n/wyaF/18CLYH8yQoiQsUy/nDyzddViLtJKEZRgymWiU0YMRpdRSfsbtoBgghngNQE+WvvgngGwAui/ZpUV5Tx3l9rO99I7TyNTQ0NEx0qORysqKabv4MMDhdtAU2FxHOFb6jC7irT0FwSpq2z5KxHkZDPpTmT3irRlGeF/0j7GHkZpGjwgWvmDYR7WGM2V/WCb5Xgr1zuL6wht+8Och+lZaRVTVkaiDANTfFbsJVqKqqa6K9LoQ4DcBMANsCN8c6AJuFEKuhZQ7Vmz68DkBT4PW6KK+P9b3vBHAnAKxatYo/1VlONjXOY0ma8ykqxxC7SbAkzXROXXQ+9R3rPCPDKHMlafWVhRN+XHEeM4zczh/eyBe8ZtqFP2qfFp4cq/C9Yh+KCmaT24CsqJAYuKMEJVySpqrqDlVVp6iqOkNV1RnQgkErVFVtBvBvANcKIfKEEDOhNbfeoKrqKQB9QoizAtPRrgfwaPL/DMoGIQuywGu81jmXP1qaMu9ejqVEK0mz8oBSzK9nGHkDU9Iy9PTRN+xH2QQlaYCWYcSAkbspUYOybnqXOZd5A0Tiw5jl5LCpncJlJdJO4g8ZcKK9xmBq5smmNTen1VG8Js5zT4CqqruEEA8A2A3AD+BmVVX1XPmbANwNoADAk4H/iCYkmxvnsSTN8UJ2OwKv8Xw6V0SGEdy1GPHJeoaRts+SqX9b1+BozAEjNr12N70M0msqs2HWhD34ZdU4L/odzU3XP6fxR5RvMkhhFUUBs8ktpqoqFDV0wibATXeKXcoCRoEsI/Offwjgh1E+biOAJan6vpQ9ZKZ8u4q2wGYjRLcwekaYR3676HQaU9L0DKMM9DDqH/FjcFTGlJK8CT+2KNeDtv6RtB8TWcdoLK9PIgSvmXbBCUT2Etnvy133Iyfxc5y75eQoJZoA3xMUu6SmpBFlkl9R4fEw5dstZKbwu0r4At1tTUZ9xpQ07baZiR5Grb3DAIAppTEEjPK8GGTTa1fTs/i8pl5+vGbag19RjKEcEiNGlot8QBYMUlhEVmCs3dk7xxp+Y7OBm7SUGAaMyDFkRTFu/kz5dj4tYyzw4GOcTyuPiJIRHjCCcNf5DE5Jy1wPo7Y+LWOoqjh/wo8tZkma60WW2bAkzS5CMowCr3F9Yp3w94okGL+zimzOMGI7CUsoalgAlYE7ihMDRuQY/pAeRtprvNY5lz/qxAaeUafSFySSaUfXTW9Qv6xCEkCOJ5BhlIGf1dZAwCjWDCM2vXY3WQ5r5AteM+0i6pQ0nhrLBDOM9Gw8BletEi2YysyWzIrYbOC0OooTA0bkGCE9jPQXebFzLCVqTypyqsCzrLGTKLmsyahPUeD1SMbPrP7wnk5GwCiWHkZ5XgyMysa0OnIfvW1WeK8csp75oVgyyj3IKv7wfl+CwVWrRO3vxVORUUqUjDvAXWs0Si8GjMgxZFMPI9bfOp8/ZBHBRohOFyxJ0/4sXFaS5pdV5EjCuAZloiSttW8YuV4ppilpxXlaqdygj32M3EofFW4ejcyyJ3vwK+YpaRqeG+voAf1g2TuDFFYxZ99xnLs1/OE9vTitjuLEgBE5RrQMI95znCukrj3wGs+ncxklaaZpKG4KAPrlsAyjTPQw6h1BVXGeEVAdT1GeNvSUZWnuFXVUuHveYo4mRy2xtvCAslxkNp67hjA4iaJygqDV9KmunrC+oW5ao1F6MWBEjqCqaiAjRfuRldg4z/HMGWNM4Xc+YwfLNMnQTefTp6jI8QjjZzUzGUYjqIqhHA3Qml4DYONrF5PlsIARhKveY07mNw3lkJgxa7nIbDyuF61izibX8Vxklj/s/QAGtSlODBiRI+jPZh4Rnk7Jq51TyVF6GPF8Ope+QPeYmka46XT6ZQVeKZhhlIleQW19IzH1LwKAolxmGLmd3mjdfB/kNdMeFCWytxTPjHWiNfnleyXzFEWFqiKivxffHZklR2zosQEexYcBI3KE8Iudjrcc5/IrKkvSXERPec6JKBt1x0n1yyq8HmEsfDPVwyiWCWkAUBjoYTQwwh5GbiUr2qQ+ydz7zR1vL8eLnmFk5RFlNz0bz8vyTUtFC3ID7J2TaZEBVA2DqBQrBozIEeQovRsALgCcTInW9NrKA6KkhL9H3fbQpJWkSRBCCxqlu4fRqF9B16APU0ryY/r4YvYwcr3w0g4BXjPtItrocD6MWSey3xfLN61grAv0gTUc524JY9Nd72HEZyiKEwNG5Ajh9bcimL9g0RFRsvyKamSMBW9ePJ9OFd7DyG1lhj6/gpzAv80jRNozjNr6RwAg9pI0PWA0yoCRWylhASOJJWm24Y9SYs0zYx1F1bLxhCmLmeuLzDMCRoLj3K3kl8fY0LPsiMhpGDAiR4jIXgj85PL+71zRdmR5Pp0r+B4NjjEG3LMg0UpOtH+blmGkpPX7tfYOA0DMJWlseu1+4aPbhcv6hDmZLAeHcgg2vbZc+HtFkri+sIJRkhberzK9t08KE8wwcueGHqUfA0bkCNEaGAKsg3Yycw8jTpVxPn/YgkTvs+KWU+qTVSPDyCsJyGle8Lb2aRlGVcWxlaQVsSTN9fQeRjqthZFL3mAOF5IxG3jNLdc+J5IjyjfZ9NoK4ZMd9XcHr1uZpVdpeML7wPI0UIwYMCJHUMbqYcSbjmNp5RWh9dQMADpXcEpa6ILELYt0v6LA6wlkGHnSn2HUFggYxdz0Okdret3PpteuJSuq8TMIBB6CuVNvC3LUnnzuuPY5kV8OlggCenCVMk3PMAo2hNded8mywDEiM4zclgNO6caAETlCePYCd/CcL3RHlvXUTueLMpXGTXymBxCvlP4eRq19IxACmFSUG9PHS5JAUa6HGUYuFtH02mXvMScLnZKmvcb1iXVkRTGyXAGWb1pFD1RI4cFUnouMCq/S4DWK4sWAETlCRH8UNpV0PK28IrCIMHpS8Yw6lbGDFciAcNuUNL+sIMf0b0v3lLS2vmFMKsoLySiZSFGelwEjF5MVxSjjBbRFP6+Z1lMUFYrKknk7MTchB7RNRrdkuzrJmJu9XL1nVMSUNF6jKE4MGJEjBKPj+ivseeN0sqoyY8xFxloYumWRbs6I03oYpTnDqHck5glpuqI8LwZGWZLmVhEZRhBc8NuA0dhXhGZXcn1iHUVlNp4dKGNt9vKtkVERfWDZ1oPixIAROUKwP4q+w2/l0VCyVFVlzweXCe9h5LaxrVpJmrmHUfpL0qriDhixJM3NFFPQEmDTa7swMqA94Q9jZJXwHkYSS9IsEb7Zq68L3LKR5BT6+oxls5QoBozIEfSJROEN23jTcSaZ9dSuE5Fh5LKxrT5ZMU1JkzLQw2g4/gyjXC/6GTByrcgeRnwItoOxGsoyw8g6sqKGTIRiSZo1wttJgMFUS/jGmFbH9wTFigEjcgR/WPYCS5iczUjhZ88H1wgPAurc8h4N7WGEtGYYyYqK9v7RmCek6YrZw8jVZEUN6WEkBK+ZduAPL7sJvO6Wa58TaT2MTBMFBc+HFYx1geDa3UrBHpPhZbNWHRE5DQNG5AiRO3ja67zYOdOY55P7To7lN6akhTa9dssp9cnmHkaSEcROh67BUciKiikl+XF9Hpteu5sc0cMIcM0bzMHC72duK8d1Im2oRvDPQgiuLywQmU3Oce5WCGaAh63PiGLEgBE5gn6xk8IyUnjLcaYxG/DxhDrWWH083JLy7FcU5AYyjDySMMpk06G1dwQAEmp63T/CptduJYf1MJIEm17bQUQGtMuufU4kh2cYgdl4VggPGAXfG1YdUXYK72HktqEklH4MGJEjKGNmGPFi50RyWD214NQ7x/ONsSBxyxkd9QdL0rweYSzA0qG1bxgA4m56Xcym167mj1KSxmum9SIyZgOv89RYJ7zfl6R1iKcM09sPeCPWepYdUlbyh6+5uUlLcWLAiByBGSnuEr6IYNNr55PlsHMquSsI6JNVI2DkkURam1639ukZRvGXpA355LRPcCNrRIwKB5+B7SDyYYwZ0FaTFSVioiCzKTJP31iRItZ6PBeZNGYPI6sOiByHASNyBDms/pZj2J0tfHJGcOqdZYdESYoI6gZed8s5HZUV5HoDASMh0hqUadMDRgk0vQaAwVFmGbmRNirc3MhXGNm3ZJ2xG8ry3FglcqIgH46tED7hWF8Y8LKVWZGb7u7a0KP0Y8CIHCF4sdP+zJRvZxvzfHJJ51h6Q159IQIXBXVVVYVPVpAbeCDUehilMcOodxgl+V7k53ji+rzCXC1gNMA+Rq4kKypM8SI+BNsEp6TZj9bDKLQkjQ/Hmaf399KbLAf7j/JcZFLEpnvgdQbuKFYMGJEjyEZTST0jRXud1zpnUiIyjLTXuZ5zrsieEYHfuOCcyooKVUVYD6M0Zhj1j8Td8BoAivK0AFM/+xi5kl9Rwhr5MmJkB2NOSeMNzTJ+RY2YBMWH48zTW/3p2XduWhc4yVgZRjwRFCsGjMgRwtNa2TjP2fxhC2ymxzqfrCghO7r6e9QNi3RfoEdJjl6SJknp7WHUOxJ3/yIgWJLGxtfuJKuICMqyL4v1IrIoWHZjOSVsoqAQgo/GFoh8b7hnXeAk4VPS2DeU4sWAETmCHDa21rjYcQngSOGNEAGWVzhdtJ4RgDveo6N+7efVaHotkN6StL6RuCekAcGAUd8wA0ZuFBGU5TXTFiKnpLHptdW0+1HwEUcS4NOxBSLeGy5aFzhJZI9JBu4oPgwYkSOEZ6SwcZ6zRTRChN5jwKIDoqTJSnCKGOCuHazRwA9sbgYyjFRVRWvfcEIlaaUFOQCAvmFfqg+LbMAvqyFBdl4z7cEY4qA3vQ5cBpkxa53wHkYCXC9aQY4IVGj41sis8Cm2bMxP8WLAiBxBv+lIYT0CeNdxJn9YxhigL+h4Pp3KJ4eP/NZ3sJx/Tn16wCjwQOiV0jed6mT3EIZ9CmZWFcX9uWWBgFEvA0aupKihD8FgSZotRGYYaXhqrBPZU08wq8UCEQEjwew7K4w1xZbngWLFgFGG/fr5A7j71SNWH4bjjLUg446RM4WfT4DlFU4XXi4DF8V09YCRUZLmEUbQM9UOtPQDAOZVl8T9uXqGUc8QA0ZuFFH2CfZlsYMxR1bz7FhGVhR4ROj6Ik2XbBqHrEbPbGGgO7P8ihIyxTbYN9TKoyIn8Vp9ANlEVlT87qVDGPLJWFpfjhUNFVYfkmOEL8g4hcTZ/GEZY0CgKSVPp2NF29G12u6mXsyvKQk5rkSEB4y8UvqmpO1q6gEAzJsSf8CoKNcDjyTQO8QeRm4kR5tEyGum5cJHVrupHNep/IpqlAhqGFy1Qnh1gHFGeDIyaswek7xIUYyYYZRB+5r7MDAqAwC+9MA2DPtki4/IOSIXZGzY5mRKtAwj8OblZNF6RgDW7SQ+sPE43nb7K/jXlpNJf62RiKbXIm09jJ7e1YJldWUoK8yJ+3OFECjN97IkzaXCA0aCJWm2wIay9qOE3Y8kwfWFFcKzySVm31lCllXkRFmf8SxQrBgwyqDGjgHkeiV89+2Lcbh9AE/varb6kBwjmJGi/VlvKsnFsjOFL7ABlqQ53dg7WJk/FlVV8bu1hwAAG492Jv31fIGGkXlG0+v09DDq6B/BjpM9uGxxTcJfo7QghyVpLhUZlGXWhB2Ej6zmJCjrRbsfcbmYecbaXYS+N1gemFkRGeASS9IoPgwYZdBbT6vFjtsuw4fOnI6a0nzc+8axtDVOdRtZ1hdk2o+s1U0ldzX1pHWsttsZjRCFeQdQcAfQwWRZNd6fgHknMbNUVcVNf9uMw+0DAICtx7uT/poRJWme9GQYbT7WDQBYPbMy4a9Rmp+DXgaMXCmy7JNZE3bgl8N7GGmv89RYJ3pwlSck04xsck9o9h3PRGbJigqvaYqt1Rng5DwMGGVYntcDSRL49MWzseFIJzYf67L6kBwhsB6L7GFkwW1n58keXHn7Oqz+4XNo7RvO+Pd3AzlsEQFw7K3TjZVhlOkFyRtHOvHUrma8fdlUfOrC2djX0pf0mHmfUZKm/aM8aeph9NqhduR6JJw2rSzhr1Fa4EXvMHsYuVF4SRqE4DXTBsLvZ8ZDMR/GLKPdj0wbGBIDeFbwh20OsneONcbMALfoeMh5GDCyyJqF1QCAPc19Fh+JM4SnfFvZw0jvidIxMIob/rKRWWIJCI5aNe14sOm1o8mKYgRUzDJ5Ttv7R3DdH99AQY4HP3r3aThvzmSoavJZRqN6hpE3fT2MVFXFkzuaccG8KuTneBL+OmUsSXMtLWsicpeYrOUP69PCDCPracHV4J8FBLMpLKD/Pw/Pvsv0svnFva24+tfrcOXtr+Dmv2/Ouh6y4VNsBQcHUZwYMLJIbVk+SvK8ONDCgFEsIsfWaq9negFwomsQf3ntKCqLclFfWYDtJ3rwnx2nMnoMbhC+6wToPYx483KqsaekZe6cPrq1CT5ZxU0XzUZhrhfL6ssgCWBTY3KZnKOBDKNcvem1JKU8w6i9fxTNvcM4d86kpL4OS9LcK3JKGhf9dmBMghLhGdBklfDgKtgj0RIR5ZoWtVv+/cuHcLJ7CFUlefjP9lP486tHM/r9rRaRYRT4lbcOihUDRhYRQmD2lGIcauu3+lAcQbZBj4ARv4xb79sKv6Li0ZvPxUtfuhil+V68dqg9cwfhEnJYABDQp6RZdECUNH9YDyMrdhIf396ERbWl+Oxb5gIASvJzML+mNOmAkd70Otcb7GGU6oDRsU6t59L0SYVJfZ3SghxOSXMpv6KMUfZp0QEBeODN49hzqte6A7CBYIZRaI9FZrRYJ2pwlacj48IzjPQlQibfGj1DPrxxpBMfPrMBd39sNRbWlmbduj2ipxen1VGcGDCyUE1pPlp6R6w+DEeQ1dCMFCt2Vn/x7AFsbOzCmoXVqK8shCQJrJhekfTDaDaK2sOITa8dLWLkt9HHIzPf/3BbP7Yc68ZVy2pDXj+9vhw7TvYk9bMV3vQ6HT2MjnUOAgAaKouS+jplBTkY9ikY8WdXyn02UJTIIDtgXYbR07ua8ZWHtuPmezdndRmkXpbu8Vi3oWXGgRxacNUb9l6xKoA3NCrjC/dvxWPbmiz5/laKqA5A5ttJbDnWBVUFzpqlZe+unF6OLce6s+p9YpcMo1G/guv++AZO/94zeIaTwh2FASMLTSnNQ2svmybHQlZUSCI4CjLTPYwOt/XjzpcP4doz6vGHj6wyXp9fU4Kj7YPsYxQnf6AnVcTEH4uO52BrH7oHRy367u7gV5SQAKB+ajO1g/WzZ/ajJM+Ld6+oC3l9fnUxugd9aOtPPDhv9DAK/Pu8kjB+hlPlSPsghADqKgqS+jql+V4AQO8QG1+7jV9RQidL6qORLTgWVVVx2793AQAOtw9g2Xefwbcf2WnBkVgvsoeRdeela2AUF/90Lb7/+G4Lvrt9yIpqvD8A69YXiqLiwp+8iIe3nMQt/9iCnsHsCqyGZ5OLDK8LAOCZ3S3wSALL6ssBAKdNK0P/iB/HA5s02WDMKbYZflO8erAdrxxoR/egDzfeswn/2HAsswdACWPAyEJTSvLQO+zPuuZrifCP0ewzUztG/97WBBXA5y+dF/L61LICjMoKOgYYbIiHHLWHkTVNKYd9Mt55x2v4yJ/fhF9ObRAgm0RkGOnlMhn6X7r1eDcuWTgF1aX5Ia/Pqy4BAOxvTrz8V88w0nsYSYHpVKnM7Nh6vBvzq0uSangNaCVpAFiW5jKKokJRQ7Myjb+z4LrZ0juCUz3D+MKl8/C9axbjqqW1uOf1xqx6CNPJUTZAhMh85tfR9gFc+ouXcaxzEH9cdwSNHQMZ/f52oaoqfLKKHMn69cWhtn609o1gzpRiAFpWXjaRxyjXzNSpeONwB/7+xjF8+MwGFOVpmynGmiCLesjaZYrts3taAAA/f98yAMDafa0Z/f6UOAaMLDSlRHuwaetjWdpEtN2i4J8zmfKtqioe334Kq2dURjyM1pZpfz7VM5T+A3GRaD2MJGFNCv/afW3oG/Zj2/FuXPXrdehk8C8h/rAaeX1pmImdxL5hH052DxkLQbN5NckvDn1602u9h1Hg35mqlPbuwVFsOtqJFdMrkv5aRsAoi0uE3MinhJZFAtaWPm0/0Q0AWD2zEtefPQM3XzwHALCxsTPzB2Ox8AwjQAsqZ/K8qKqKNT9/Ce2mTMr3//71rCwVDJa8h24yZvp98sLeFtzw140AgN9ftxINlYV4bHt2laXp7w39rZHp7Ls7Xz6MKSV5+OpbFxivzQ2sEw60Zk8PWTksA1yXybeEqqp4eX8bLpxXhXetqMO7lk/DpsZutqJwCAaMLFRVmgcAaGFZ2oQiG+qKjO3g7Wvpw8HWfly1bGrE300t18pHmrp5DuMRrYcRICxp3vr49iZUFuXi1jVzsbe5D7c/fyDzB+EC4VNppAw+zO5u0pruRgsYTS7OQ2VRblIBo9HwHkaBn1t/Cn5gh0ZlnP2/L2BgVMY7Tp+W9NcrzdcCRtn4oOhm+rSh8KAEkPkH4V8/fwA33rMJQPA9N6+6BMV5Xmw4kn0Bo7GGOGRy9/5k95BxPVpWV4abLpqN5t7hrLyf+aOsL0SGA3h+WcEXH9gGALjhvJmYNbkIVy2txWuHOrIq+1MJtJPQA0XBIHf6T8awT8bLB9pw9bKpKMz1Gq8X53lRVZKHYx3Zkw051hTbTL4nfvncAZzoGsLKwMbYiukVaO8fwfFObrg7AQNGFqoP9Ko43pU9F61EKWroxQ4IloWk2+PbTkESwBWLayL+Tu83kq2p34nyRy1JAzLdZUBVVby0rw2XLqzGrWvm4aL5VVk3PSNV/IpqBFIA005iBk7pU7uakeuRcOasyqh/P6+6OLkMo8DDuh4wSmWG0fYT3RjyybjpotlYPTP68cejrCDQw2iYPYzcJLx5LGAq78jgdXPEL+PXLxzE+XMn4w/Xr0JlUa5xXBfNr8Izu1qyrrQ3fEoaEChJy+Ax6MM3vnPVItz1kVX46hULcMXiGjy6tSmrmvsC0TO+Ml0iuLe5D12DPnzxsvn41lWLIITAqhkVkBUV+5uzpxTKpygRmV5AZtYFjR2D8Mmq0bvIbGpZPpqyqDJA23SPLEnL5Hvipf1tyPVI+MjZMwDACBxlY1aqEzFgZKG6Cm188rGO7LloJSp84gWQuR28lw+0YdX0SlSV5EX8XXlhLqZPKsSWY91pPw43CR+1ClhTkna8cwh9I36cVlcGAFjZUIH9Lf3MzkhAxNjWwK/pfphVFBVP7DiFC+dXGdk14WZVFeNIe+JB3VF/aNNrT+DBMBUZRq8e6gAA3Hj+rKS/FhDMMGJJmrv45ciSNCt2iQ+3DWBUVvDeVfVYs6g65O+uWjoVHQOjWH+4I3MHZAP6ufFI1mS0DPtkPLenFWUFObj+7OlGu4MrltSgvX8Ee071ZuZAbEI/H+F9L60I4K00lRnPnaJl4+3Lpt45Yb2kjGtWBs6GvpE7vbIw4u9qywpwqid7KgPG6jGZqffEqZ4h7DjZg0+cPxNlhdoaZV51CSoKc7B2X1uGjoKSwYCRhfJzPKgpzUdjJ7NTJhJ+sQMCPQLS/H0HR/3Y1dSLM2aO3VtkRUMFNh/rSvORuIteXhE+hj2TKfyqquKCn7wIIFhWsSQQONqbZQvsVPDJSmgAMHB3SfcpffNoJ1p6R3DV0toxP2ZaeQG6Bn0YGk1swIBPVpDjEUbWlJ5IlezO/dCojLtePoyL51ehIpCpkSy9hxGDnu4SvcxG+zWT1009U29edXHE3100vwpFuZ6sa+wbzEAMDZhnYvd+1K/gvB+/iMe2NeGKxTUh2Rx6sGJLlq1Pop2PTPeU2t3Ui8qiXEwtC/a9nFZegKJcD/ZlUYaRXw7LMMrgMIxjgQb80ydFCRiV5+NU91DW9M/xK0po/ztkbrOhZ9CHc3/0AmRFxdVLg609PJLA5Ytr8NyelqzLgnQiBows1jCpMKvqaBPllyMDRkKkf6G8/UQPZEUN2SUKt6i2FK19I2yWHAf/GA1cM3nvPmp6380PNEaer0/PyKJmiKkSmWGk/T7d79H/7DiF/BwJaxZWj/kxNaXJNaf3yYoxIQ0APIHfJ7vIOdDahyGfjPefUZ/U1zHLz/Eg1ytlVZ+MbKBP6suRIpdtmVxq72/pg1cSmDU5MmCUn+PBkmll2NWUXQF3v6IFy0VYiXUmzsvuU71o7x/BR8+ZgS9dPj/k7+oqCjC5OBfbT/Rk4EjsQ19fhAcqMhpYbe3DvOrikJ8JSRI4ra4MW493Z+w4rBY+DMMIVKT5+yqKiid3NqOqJA/lhZGbMdPKCzAwKqN7MDvuk+Gb7kaPyQxcpXad6oGiAl+8dB4WTS0N+bvT6sowOCqzl68DMGBksemVhWjMwjG08ZKj9DDKRIBBTyteXj92wCgVU5iyjb4D6A3fAczQ91dVFR+/+00AwD8/dTbKAlkZtWX5KMnz4gDPZdy0pormUYbaL+k+p68f7sDZsyYZI3OjqS3XA0aJLUpG/QpyvMF/W6p6GOk7zdGadSejND8HvUPsYeQm/jGumUDmAu2Pb2/C/3vxEBomFRoTA8PNqy7BwZb+rNm5ByL7gwB6Rkv6/x/oa5SbLpodUTYvhMD0SUU40ZVdbQ+iNYgXGVxfDI3KONDSH/W6vnJ6BXY19Sac7eo0flmNmhWZ7vfGluNd2NTYhVvXzI3693OmaAHvbFm3RwTujOzU9H/vAy3aBmy0jbH6QGuW43wOtj0GjCw2fVIh2vpGsubmkajw7AUgMwuyzY1dmF1VNG65iJ6azyBD7MbaLc/UDuDOk7040j6A1TMqsbIhGAwUQmBudXFWpYynSvh7NBMPs6N+BYfbBrCwtnTcj5tapk8zTOzBaVRWQ7Lh9OC1P8m8+l1Nvcj1Spg+qSiprxOurMDLHkYuM1bWBJCZ0qcTXYP4zN+3AAD6xmmoPq+mBH0j/qzqD+ILuz4Aeo/F9H/vzY1dmFZegOrS/Kh/P628ACe6s+thzBel31cmm17/39N70T/ix5WnRZZJL6wthayoOJolg1J8ihLRDB5If5D7md0tyPVIeHuU6cZAcJMmW7LJI9t66Ouz9L8n9rf0oawgJ2of2PpAf6njWRbUdiIGjCzWEHhQOMbo6rj8sgopw1PSVFXFpmNd45ajAVq5S0meN6saGSZL73cjhe94ZGgL8JWDWpO931+3MuLnal51Cfa39GXVDnkqaL0KojS9TuP/x6MdA/Ar6oQZOjVlyWUYRZSkieQzjBRFxdO7mnHB3MkR2ZPJKi3IYUmay0Sd/BT4NROXqj+uO2L8/v2rxi6hnBfYuc+m+6FfCb32AZlpeq2qKjY1jr9GqasowKnu4azqEaL/W8MnCmbifbLhSCf+/OpRfPScGThz1qSIv59eqa35G7OkFYVfVkN7e2Wo6fXBln7MqipCyRiDMGrL8lGc58WhLAkYaRlG5oEJmfve+1v6ML+6JKQ8Uze1PB9CMMPICRgwsti08uR6a2SL0bAHNiD9NemH2wfQPeibMGAkhMC8mhLsb8mOG08qjJXCn6kMo5NdQ6gozImaOTavugRdgz6097MnVTzGzDBK4/fUJ5/Nqho/Qyc/x4NJRblJ9TAyL3r1h8NkHsK2HO/CqZ5hXDlOs+5ElRXkZE1vhmwRrcxGD3an+7qpqipe3NuKM2dWYud3L8fnL5035sfqwdtsyrj1yaEPY4Dewyi952Vvcx+ae4dx5qzKMT+mrqIQfkXNqh4hYza9zsD3fnTrSZTkefGVK+ZH/fuGQAPmY1ky7EYLpkYGKtK91DvWOYiGKNPRdEIITC3PTzjr2Gkip6Rl5t6hKFpQe26UIQkAkOfVhj8d72LAyO4YMLJYRaAZGxf34/PJSkTPhHTvGG2OMhZ1LPOqi7NqgZysaAFASWQmhR/QMk1qA2VK4bLxgScVwnsYBaehpO+kngos9qaWRz+XZrXl+WjqTiLDyBtZkpZMwOixbaeQ6x2/WXeiKgpz0TXIgKebRCuzkYxFf3q/9x1rD+FoxyBWzahAcZ533Iy4iqJcVJXkYV9z9myg+MMCykBmMlqe2tkMSQBXLK4Z82OmVWjXxmzqY2SUb0qZb3p9pH0Ac6qLUZgbvadeWUEOygpysibDyCePNQwjfd9TUVQc6xyMOh3NrLasIGtKZ/2KYkl26ncf2wVFBRaM0zagvrIQJzqz5/rkVAwYWUwPGHHC1vjCS0IAbXc1neUum491oawgJ+o0mHDTJxWha9CHPpaBxCS8ESKgnc9MZRg1dQ9hann0ng/zarKrGWKqRE5J06TzjJ7qGUauV8KkGEbSa4vDBHsY+UNH0uolaf4EV72youKJHadw8fyqMVPmk1FeyAwjtzFK0qI2vU7vdfPl/W2QBPDJ82fF9PHzq0twoDV7rp9+JUoPowz0WHzzaCcWTS3FpOLI3iC6ukDA6GQW9TGKNlQjUyVph9sGMHPy+Bmv0ycVZk0bClkZo+l1GlcGzb3DGPErE/YGnFqenzXVHbIcnmGk/Zru98T2kz3I9Uh494ppY35MfUUhM4wcgAEji5UW5EAIoJu7wePy+SMXZOnsYaQoKl7c24bVMysjetxEU5eFu3jJ8CtK1POZ7puXoqj46J834EBrv9HXJlxVcR4qCnOwjyWGMVNVNZBhFKVXQRrPaVPPMGrL8qPWxoebWpaf+JS0sKa2UpIZRm8e7URr3wiuWhq9IWeyKgtz0T/ix6g/uabcZB96hlG0PhRyGt9kvcM+bDvRjY+cMyPqeOpo5lYX40BLf1qzC+3EJ0f2MJJEeoPlfcM+bD3eHTK0IZppgezLbNrB90dtep3+AN7AiB/NvcOYXTX+JmNDZfYEjHxyWNPrwK/pPBX6Zt/cKeOfh9qyArT3j2LE7/6hQ/6wwF0mWgaoqooDLf24dnX9mBl3AFBfWRAI8rn/PDgZA0YW80gCZQU56OJu8LhG5dCx1oA+hSQ9l7sdJ3vQ3DuMt502dqq3mT4akgGj2IxGDQCmP2V807EurN3XhnPnTMa1ZzRE/RghBGZVFeNoe3b0GEgFOVpD3jRPcBr1K9hxott4IJpIbXkB+ob96B+Jf9y8zx+96XWiP69P7WxGfo6EtyycktDnT6Q8kHHVPcSNCLfwR+vLYvQwSt/3/cMrRzDqV/DO5WPvEIebX12CIZ+Mw+3ZEXT3y2rExE+R5p58f3jlCIZ8Mt65om7cj8vP8WBycV5WrU2iNogX6c+mMHrqxZBhdLJryAhsudnYTa/TRx/jPtEwjNrApmFzFpSlRU5J06TzGtXYMYj+Ef+E56G+ohCqqvUWJftiwMgGKtlvYkKjfgW50aaQpOn77T7VCwBYNX3sZpJmeoYRO/3HRsswynzT67X7WuGVBO740AosmVY25sdl0w5gKugLdE+0KWlp+p7P72nB0Y5BXH/29Jg+Xl8cnkqgyaVPVpDjDf7bku1h9ObRTqycXjHurlsyKgq1MreuAW5EuEW0yU9GD6M0Roy2n+jG/JpSLK0rj/lzLphXBUALjGaDaBlG6S6BWn+4A8vqynF6ffmEH9tQWZBV97No5ZsC6W96fTgQMJo5wRCGhkqtEXmiPfWcROudE9nbMJ3ZXvta+lBVkhd1qImZ3vswG85DRKZXBnoGPBm4/l8YuB+MpT7QnPw4A0a2xoCRDZQX5jBgNAFtSlFkRkq6bjpvHO5AYa4n5uyFyqJcFOZ6WIcbI22BHW1HNr3fd19zP2ZOLkJx3vgP6g2VhWjqGWKKbIz0h1nzLrue/ZCudeHGxi7keSVcsiC2ptHG4jCB3cTwHmrJTKdq7x/BnlO9E5aSJKMyUDrE+4p7RGt6rf82XYF2RVGx4Ugn5o8x4WYsU8sLsLSuDC8faE/LcdmNT1Gj3s/SdTvzyQq2n+jGihivIdMnFWVXwGiM8s10b0gdbO2HEMCMCXrnNFRqf9+YBZPSfGH9KjNVkjZ/gqwWwLSJlAV9jMIzjIIlaek7ES/vb8PiqaVGQGgs9ZXccHcCBoxsoK6iEEfb+UYZT7QpaZIQUNKQ0bvzZA8e2dqEGZOKYupfBGiLw/qKwqxK+05G+OQMIL0BQEDrE/bcnhbMq5l4ITF9ElNk4+GPkv2g/y4di/Rhn4zn97RgWV15xHVhLMlkGIX3MPIkOJ3qZPcQVv3gOSgqsCKG6YuJmlyiNcFt6xtJ2/egzBqv6XUy0/rG86On9mJwVB53ws1YVk2vxPYT3Uagy838soKcsPuZSOP97Gj7AIZ9CpZMi+281GfZBkjUptcZKEl7cW8rTptWhvwcz7gfp0/vyoYgXni/ynQ36lcUrW/OWGPczfRJudkwKc0fPpREn2KbpveEX1aw9Xg3zpgxcZVGdUk+cj0SN9xtjgEjG5hXXYyT3UMJ9dbIFj452hSS9DyMbjneDQD4xtsWxvV5dRUFjJDHKFoA0COJtD34AFrPBwBYHlMKv7aga+T5jIkcrQTAmIaSes/u1srRbrwgtqlNAFBdmg8hEsswGvXLIT3UjGbDcf68/md7k/H75WnMMKou1YJjLb3uXwhni+hNr9PXw0hWVPxry0nUVRTgQ2dG7/c2nuUN5Rj2KdjX7P5paVGnfgqkZUML0EpugIl7tOhmTS6CqmoTvLKBX4nMxpOESGs2xdp9rdhxsgfXnD5xr6+aUu0B+ViH+9cX/jGmc6VrqXe0YwBDPhkLYtgYLMj1oLwwB00JbCI5TcS0OqQ3A3xvcx+GfHJMG2OSJDCtoiCrGvM7EQNGNqDf9A9wjPeYRqOWpKUn5Xt/cx9K8rw4d86kuD6vvlJrZJjuSRxu4I+SYZTukrTD7f2oKMzBJ86bOeHHNug7gFmwoEsFfYEefUpa6k/qpsYuFOR4cNH88WvjzXI8EqaU5CXYw0iNXpIW5w/sK4ESnfevqkdZQU7cxxGr0nwv8nOkrGjmmS2iNr1Osvn6eDYc6URb3wi+esUClOTH/7OqP7AdaHX/usYXZeqnJ409+bYd74YkgDkTTIHS6X2OthzrTsvx2I3+XglZY4j0Nof/z/ZTqCjMwYfPmji4KkkCdZUFaMyC9YVfCWt6rQcq0vT9Ngd+xmPdkKktK3D9fTI4xTZy0ytdQdTNx7oAACtjzKSuqyhghpHNMWBkA/pN/1CW7P4kInrT69QvlEf9Cl491I75NSUxjeo2q6soQN+IHz1DbDQ7kbF6UqV7YsOy+vKYzmtVcR4Kcz1ZsaBLhahT0gK/puOUbjnejWX1ZRF9QyZSW1aQUPq59vMapel1HP84WVGx9Vg3PnxWA378nqVxH0M8hBCoKc1HMzOMXEMPyno9kYv+dFw3n93dktQkvxmTi5DjEdjX7P5JaWNtgMRzfYhVR/8I/rK+EW9dUjth6ZNu+qRCTCrKNR7i3C5avy8BkdYGv42dg5hdVYw8b4znpLIwKzKY/eHNlgO/TdfG6pZjXSjJ92JOVWzB1Kll+QllHTuJHigND6Ca/y7VNjV2obo0D1MDrQAmUl9ZyAoNm2PAyAbqKwvhlQSOZMkI2kREDzCIlD+MvrivFYfbBmLKQglXVxHo9M+0ygll6nzqVFXFsY5Bo9RsIkKIwKQ0BnFjoe/oekKmcKSvqeKRtv6Yd9fNasvy0ZRAg8thn4wC08NZIr1jDrT2oW/EH/OOW7KqS/PR2sseRm4RbVS4numWjlLe3ad6sKCmNOFJfjkeCbOrio2Jo24W7X7mkUTKp9cpior/umcTRv0KPnPJnJg/TwiBhbWl2J8lWezRJwqmt8HvsY5BIzM5FtMnFeFYx4DrM9Iz3fR6X3MfFtaUxtx/tLY83/VNr6NmgOtnIk0nYlNjF1ZOr4h5472+ohBdgz62ZrExBoxsIMcjoaGyMGvqyxMRredNOjKMNjV2Idcj4ZIEdlX1Tv8nmFY5ofA0ZSC9GUa7T/Wib8SPRXE0b62vLMyKppSpEPVhNk3rke7BUfQO+zG9cvxJNNHUlhXgVPdw3Iv0IZ8cspuvL7xi/Xnt6B/Bqwc7AAArGyZuApkKNWXMMHKTaGU2wQayqf1eiqLijSOdMU0aGs/yhgpsOdaV8sCJ3Wj3sygBoxT/s/c092JjYxdmVxXF1KPFbF51CQ609Lv+XADa1Dogsqdeuv7pg6N+NPcOx3VPaqgsxMCojM4Bd0+y9CtKyPTUdG4kqaqKfS19mFcT+2ZSbVkBugd9GBp1b0P4qBngaewxeaR9ACe6hmKe4ggAU8sTH0pCmcGAkU3MqipybcBo87GupJqvqqoatel1qjNShn0ynt3dgtPqymJOKzbTR0ceaGWm2ERG/UrUMcTpChjd/epReCWByxbXxPw50wMBI7fvAPYN+7DhSGdSX0M2ymUid7BSvUjXywTj2c3VTS3Px5BPjqtsVFVVDPuU0ICR3jsmhqa26w914Oz/fQHff3w3SvK8RmA53fSSNLf//DqFqqp4cV9rwg/sRtNr87S+wG9Ted1UVRWfvnczVBVYUJtcwGjl9Ar0DfttnWV0tH0AB5O8Z/tlJaLptRDxlazGYnOjVlJ298dWx10yP6+6GEM+GSez4IHMr5ekSaElaem6Fq7d1wYAWDUj9gfkbBmsEd4QPl0bSYA20KJv2B9zM3ggGKhIJPPYKaJNsU3XZgMA/PSZfSjO8+LKpbUxf042TaxzqqQCRkKI24QQJ4UQWwP/vc30d18XQhwUQuwTQlxuen2lEGJH4O9uF/He9VxqVlUxjnQMuG73Z29zL951x2v4/P1bE/4ao4Gbf7ozjB7ffgpH2gfw6YtmJ/T5pfk5OL2+HE/vak7ZMblVtAwjjxBpmSrz8v42/HPTCdxw/ixUFuXG/HnTJxVi2Keg1eWjyW+9byve9/v1SY1gj5ZhZOxgpXhF8uhWbdJYItkP+qKkqTv2RcmIX/uhLMgNBoz0f1ssD4R/e70Ro7KCXI+Er79tYdwPeomaUpqPUb/Cnmo2cd+bx/GxP7+JBzedSOjz9fdYSAPZBEojJ7KrqRdP7WrGu5ZPw7VnxD8dzezi+VXwSAJP7jyVoqNLvYt+uhZrfv5SUl/DJ6shfVoA7X6W6mvfpsYuVJXkoa4i/qCzHqDIhsayRjZeWKAiXavr5/e0oqIwB2fOjD17dHqWDNaIGOeepo0kQOtfBASbvMfCCFTEsSZwmmjZqfrvUr1J2z/ix3O7W/DuFdOM/7exqA30OnJ7eaCTpSLD6Beqqp4e+O8JABBCLAJwLYDFAK4AcIcQQl9t/xbAjQDmBv67IgXH4HgzJxdh1K+4bvfnxb3azsu2wKj6RPiiTIcBtAteqq51qqrigY3HUVdRgEsWJNbkEwAuml+FXU29GPa5N721dzj5B9CoPYyk9JSk/enVI5halo/PXzo3rs9bNLUMgJYh4mb65K5kGqJG72Gk/ZrKMzo46sc/NhzDu1fUYcbkBErSyuNflOip6vlec2ZH7FPSOgZGsHpGJXZ+93J8MIHx5ImqKdX+rSxLs4eXAlkIe5q1+0O8pct61oQ5MGFkuqXwTfb49lPwSgLfuXpRSJA0EZOK83DO7El4fPspW2a6me/TyQRW/YoSpcRapDSQ55MVPLu7BSsbYu8LYqb3WDzRZf81Zs9gcmsMnxLZ9Bpp7JG4+VgXVs2ojGsIg56R7vbBGlr2XbR1QepPxroD7cjPkbAwjtYDU/VNJBcHKkb9+qZ75KZXqt8Tbx7txIhfiSubH9BK6IUATjrg+pSt0lWSdg2A+1RVHVFV9QiAgwBWCyFqAZSqqrpe1VYPfwXwjjQdg6PMCjz8HGpzVzlTa5/2sDIwKqO9P7EMBp8/ys0fgZK0FN10XtzXig1HOvHJ82cllQEwM3Ae3drtf39LH5be9gwe3Xoyqa/jj7IjK6WhJG1w1I91B9px9bKpcZcZLq8vR01pPp7d3ZLSY7ITVVWN/+evH048MBY1w0gfn5vCc/rC3lYM+WS8Z2VdQp8/rVxbHMYTmB8KPFSaH57jmZLWM+RHaUFORIZkutXoO3Zx7px29I/gtUPt6TikrHakXSs533a8G5++dzPO+/GLeGl/W8yf7xunh1Eqr5uvH+7A6fXlKC+MPRtzPFctrUVjxyB2nrRfWZq5VC6ZTa3wshtAa0ieykDedx7dhYFROa6yJ7OasnxIwv4Bo83HurDse8/ggY3HE/4a0ft9ab+mOnDZ0juMI+0DcQ8zyM/xoLo0z/V9En1K5HsDSH2goqV3GPdvPI53raiLeFYYT3VZHgB3ZxiN+LU1TJ43Wi+p1Nrc2AWPJOLK8gK057tZk4uws8l+9wnSpGIF+xkhxHYhxJ+EEPoVcxoA89X+ROC1aYHfh7+e9eYGyiuSraW3G3M5z1cf3I7vPLrTiHbHyjdGSZqUohKm1r5h3PL3LagozEk6A6DB5btGWwOL6t+9dDiprzMqK8j1Ro4hTnWa8oGWfvgVFcvjaL6nkwI3vT027r+RrN4hvxHseWpnM/a39OFHT+6Ne2d8xBdtQaL9msqF4ePbTqGqJA+r40j9N5tSkofiPC8OtMR+ndUDRvkJTknrHfKhrCAnziNN3uwqLXg93j1FVlR8//Hd+Ow/tuDjd7+Jz/5jC1b+4Dl88K430MrMpJRRVdXIKNp8rBsv7G0FgLgCc8N+GbleKWT6j/7bVJWyD476saupBysTDEpEc/niGnglkfQmQzrsaw5ODUtmgpgvbHQ4EBjikKLzMupX8J/tTZg7pRgfOnN6Ql8j1yuhujTf9jv4esnm7c8fSPhrjPhleCQRmtmSplKoJ3Zo5ZZrEhiUUlOab2yqupVfDm16LaWpJHt3Uy9UFXjX8vgeKfO8HkwuznN1KVQwwyja+iz1ZbMLa0tQlBf/dM2V0yuwqdH9QxKcasKAkRDiOSHEzij/XQOtvGw2gNMBnALwM/3TonwpdZzXx/reNwohNgohNra1xb4T50SVRbmYXJznurGnbb0jRvbU83tb8df1jXHtqgLBHkbhuwap6mH0jzeOY2BUxifOmxnXzkQ00ydp/1Z9N9lt9Mbser+bRNP4/WMssFN983rjiJY1Mz/OiTK6eTUlONox4NoSQ32xesmCKTjVM4zLfvEyfvfSIbwRZ7bRcGBBkhclqJKqM9rcM4yndjXjytNqQ5o3xkMIgbnVxXFdZ4ejBIzimZLWPTiK8sLMB4zKC3NRVZKHfWP8W1v7hvHYtib8cd0R/HtbE17Y24p/b2sy/v6uVw7bsozIiXqGfBgYlXGGKRBTXphjNDGOxYhPQUFOaJakFEem27hf2y/jYGsf/veJvfDJKi5bVJ3U1zMrL8zFW0+rxV9fb8SBcd53I34ZAxkeqbyvuQ9FuR5MKsrF7qZeHGztS+gYtKEcYT35pNRlzK472IbeYT++esWCpMoE6yoKbD3F1S8reCbQA/JE1xB2nOjB8QQGTwz7lJDNCyA9D8g+WcGTO5sxa3IR5kyJf41RVZKfVO/AdBsc9SfVJkNRVChq5LQ6/e9SSS+tn5tAb8Op5flocnGz5ZFoAaPAr6m8xftlBVuPd2NlAhu0AHDatDL0DPls3zd0/aEOXHn7K+hy+YTDcBM+HauqukZV1SVR/ntUVdUWVVVlVVUVAHcBWB34tBMA6k1fpg5AU+D1uiivj/W971RVdZWqqquqqqri/bc5zrzqYuyLY+fbCdr6R7BoamnIhepP647EddM2ouNRp2old3wDI348sPE4Vs+sxGcuia/HTTQVhTmYVVVk7CC7zcFWbcHf3j+CLce6sOy7z+CfCaSO+6Kl8Kc4w2jPqV78zxN7UZTrMTK/4jV3SjEU1b0BQP3G/MHVDSEPPM/EWYY3XoZRKh6aVFXFO+94FQBw9bLYJ29EM7+6BPtb+mK+BukBo4IEpqT5ZAUDo7IlGUaAdk+J9pDe3j+Cc3/0Am69fyuK87xGz4eHbjoH33/HElw8vwp3vXIE3/jXzkwfsivpZUAfPms6vnDpPGz59qV465JaHIpjMurQqIz8nMgsWyD5Rf+X/7kda37+Mu55vRHXnTUdK6cnlsE3lu9ctQhFuR78+Kl9Y37M5+/fisX//TTeONwBVVXx3O4WDI6mN4B0oLUPc6pLsKC2BA9vOYk1P38Z1/9pQ9xfR+thFLk+kVNwP1NVFX9+9ShK8704f97kpL5WXUWhrUvStp3oRnv/KD5ytpZFdfVv1uH8/3sRLx+Ir0R2xC+HBPgBU0laSo5U84PHd2PDkU7MrY59jLvZlNI8Wz8cf/zuN3Huj17ApsbEpqjqvaSiNVtO5Xk40TWIP716BJOL8xK619aW5dt6nPuuph40diS+BtU33aOXpKXuTOxs6sXgqIwVcZZn6hoCG+7J/Fsz4QN3vY5dTb3Ycjzxvp9OlOyUNPPK/Z0A9NXlvwFcK4TIE0LMhNbceoOqqqcA9AkhzgpMR7sewKPJHIObzKsuwcGWPtek46mqiuaeYVSX5uPRm8/F3284E999+2KsP9yBN4/GsbMaJToO6AuA5P5f/XPjcZzsHsKXLpuf1NfRCSFw+eIavHGkw5VZKSe6hoxAwF/XNwIAHkmg1GDYJ0fulqe4h9Ef1x1Bfo6EP330jIQzUvRpNHZP40+UnmE0s6oID990Lh7+9DlYOb0i7jHYeoaReZGeyh2sHSd7cKpnGO9fVZ/0w+zc6hJ0DfrQ3h/b7tDQaJR/W4xT0noDGXjWBYxKsL+lP+KesrupFz5ZxRcunYf7bjwL933yLDx96wVYOb0C1501HXd8aCXWLKzGPzYcQ0eCvecoSH9In11VjM++ZS4qinIxfVIhOgdG0RfjEIGhKNdMPUaRTHPlgRE/nt7VjMsWVeMP16/Cd65elPDXGktVSR6uWFKD5/a04GsPbUfnwCi6Bkbx9Ye344a/bMR1f3wDT+zQMkv+62+b8Lc3juGGv27Er184mPJjMdvX3I/51cX4zMVzUZLvxZwpxdhzqjeuDS2/rMAnq5HnJkUZs5uPdeOVA+347Fvmxt2HL9y08gI09w4bDdTt5lCr9qD48fNm4s8fPQO3f2A5cj1S3D3Vhn1KyJACIPiAnMo1xkObtbXPNacn1lljSkkeOgdG427TkAmqqhrr9H9tSaycVP93mX9u0zHO/Y3DWkDrtrcndu2qLSuw9Tj3K29fhwt/sjbhzx/xRT5DBXt6JXNkoR7b1gSvJHDhvMQSPKbrLT1s3NfLfK/d77IEj4kk28Po/4QQO4QQ2wFcDODzAKCq6i4ADwDYDeApADerqqo/Pd8E4A/QGmEfAvBkksfgGvOqSzAwKrtiUlrPkA/NvcMY8smYPqkQC2tLcc6cyXjPyjrkeSWj7jsWeop4eE1sMhkpsqLi0/duwv88uRcLakoS7okSzZKpZVBU9/WjAoBTPcN422m1KMnzGouIU93DcT2w+GQFfiVygS2J1I6H3tzYhfPmVOHMWZMS/hpTA02S3Vrfri+SppTk4bS6MqxoqDCyUuJ52AmWbaW+qaKqqrjrlSPwSgJff9uCJL+almEEYNzyGLOoGUYxTknrtkHAaMgnY2NjF1RVhV9WsK+5D+sDJYcfOrMBS6aVoawwJ6RssyDXgxsvmAUAWPmD53DP642WHL9b6GVA5nHo+uL4/b9/PaavMeyLzJpIxUPwxsYujPgVXH/2DKxZVJ10WfZYltaVAwDue/M43varV3Dej1/APzYcx3N7Woxyko+eMwPdgz5851Ft7/Gulw9jxfefxfV/2oDmnuGUbqZ1DoyivX8E86pLcPbsSdjy7UvxoTMbMDgqxxxMBoDBKE3xgdRMSfPLCu58+RByvRLef0b9xJ8wgbqKAsiKioM2HK7SOTCKxs4BeCSBqeUFuHjBFLx92VQsnlYaV+kmEP29okvVA/KoX0H/iB/XnlGPt52WWNbrlBJtMEGbDYPyzb3Bdd2rBxMbiGEEjHLSk3ms23SsCyX5XrxtSWLnYWp5PvpH/ElP50sH89qzKcFnw6gZRinu6bWvuQ/3rG/E206rTXhgwrSKAngkYeuMfnNJ777mPhzvHDQm6bpdUisDVVWvU1X1NFVVl6qq+vZABpH+dz9UVXW2qqrzVVV90vT6xkBJ22xVVT+jskmCYV4grfVAq7P7GMmKijU/fwmfu28rgOD4UEAL+qyeWRnXRKb+QMCoOCxglEwPo0e3nsQTO5pxxeIa/PfVixP6GmNxy3kMNzjqR8+QD4tqS/HtwC705OI8HG4fwNOBvgOxiNYTBghMvUvR1aCldxiHE5hcEm5ycR68knBdffvL+9vQOTCKtfvaMGdKMUrygwGNeYEMnHgWsSNRdhJT1TPi4c0n8di2Jpw/d3JKJjfp78+xevuEC05JM40zj7F3zOCI9rnh165MWRQoNXvf79fj6V0t+Oif38Tlv3wZv117CNWleZhUnDfm5y6tKzN+/73Hdrm6+Xu6negaQnGeNyRwOGeK9nO4+1RvTNmoQ1Eegj0p2K3f1NgFSQDLG8oT/yIxuHrZVHzpsnm45ZI5aO4dhk9R8dFzZuAT5800PuYbb1uIWy6ZgxvOm4nfX7cSH1jdgEsWTMHL+9tw1v8+jz+9eiRlx7O3Wft5nhcIIHs9EqZP0tYqxzrjKxUEogSMkuxhpCgqPvrnN/H0rhZ8cHVDyDU6URcvmIKSfC++/chOW2WyP7u7BSu+/ywe3HQC08oLQoKWS6aWYe+p+DYwRvxK1CEpqfTf/94FADjNdJ2Ml34v2nWyJyXHlEp6Q/i3LJiCI+0DWH8o/qDRSJR2EumYzrW5sQsrGipCBgLEY36Ndp/c2WS/87DtePCY1h1oxwt7W+LOEAy29YiyPkvRmfjJ0/tQnO9NKkM1xyNhRUM5XrRxS4/DgWBWRWEO/rXlJM7/vxdx8983W3xUmZHZOb80Lr1Zm9PT3PY196GtbwQbjmhpotPD+sesml6JfS196B6MbRdv7IBRYgGGI+0D+NpDO1BXUYBfXXs6zp6deAZKNDMmF6E034t/vHE8oUVZS+8w/vvRnegf8ePRrSdx/5vHUnp8iWoKjB2dWp6P966sw+O3nIdXvnIxhIhvwsxwID02P2KBnZpdp3UH2nHT3zYBAC5dFP/kEjOPJFBdmpr6dlVV8eOn9mLb8W7saurBz57ZZ0lT4f4RP67/0was+P6z2HCkE+8Mmyoyz8jAif06NBItwyjwazL/xKPtA/jSg9vgkQR+/J6liX8hk6qSPJQX5sR8nR0y+jNFptVP9P4eGiP7IFOW1pXhnk+sxuTiPPz3v3di3cF2fPL8mbjjQytwzyfOHPdz83M8eOKz5+OVr1yMsoIc3PCXjfjOozttW85iZ8c7BzGtvMB4WAK0+/3NF88GAGw/MfGDylhlvEDimZlP7DiF3609hNPryxOaahOP4jwvPnPJXHzh0nm494Yz8fKXL8Ztb1+Mb1+1CBu+8Ra8/OWLkeuV8MXL5uObVy7C5Ytr8P13LMFP37sMHz1nBgDg/57ah58/uz8lwY4tx7oBAMsCmU+A9uAoiWCpUSwGAwGjwogMo4l7nI1n96lerDvYjuvOmo5vXbkw8S9kUl2aj29duRBvHu3CuoPxlXmlk94HsaV3xAik6uZVF6NvxB9XyVD0bDzt11Rltuw+1YuSfC/evaJu4g8ew5JpZcjxCGyKM4MqE/T7vx7Q/cBdr8e9Fh2JkmEEBM5Fis5D77AP+1r6ktocPL2+HEIAG+NolZEp5mybrzy0HR+/eyN+u/ZQXF9jvEyvVJwGRVGx4UgHLl9cg8njbELF4vLFNdjb3IcWm05p1Qf/vH3ZVOO1tftas6J0nwEjGykryEFNaT72NyeXmaIoKjr6R6CqKo60D6S0zCcWm46FXnTrwwJGawIP8Rf9dC0Ox5AaHSxJi7Igi/Nqd8Nf3sTFP12LUVnBzRfPCVnAp0qOR8J3rl6MDUc7Y9oR/fz9WzHja/8x/jvzf57HX9Y3Ysl/P43P3bcVX31oB57a2YzvPrbL+Jh4a/pTQQ8KzZpcDCEElkwrQ0GuBzWl+TjWEXvNcbQSH0BvYp78z+pPntmHAy39ePeKuoQml4SbVVWUVDN6RVGx40QP5n7zSfx27SFc8/9exZW3r8OvXziIp3Y2oz3DNxpzQ8G3LqkJ2eEHYDTwjOeBIlrWWHBKWuLn9MdP7YWqAv/zziVG+n6yhBCYN6Uk5iCnHtguM006MzKMYgwYjVUekW5CCJw/twofWF2Pll7t5+yG82fhbafVGoHB8SyaWor6ykL86trlKMz14K/rG/HY9jHnVFCYAy19mPG1/+D5va04c1Zk2fMnz9fK/t73+/XYfGz8h5VhnxLR9DqZh+DBUT++9M9tGJUVfP8dS+L+/EQJIXDunMmoKQu+n6eU5qNh0tiDCW57+2L85oPLUV9ZgNufP4Dl338Wj21L7OdQVVV8+Z/b8JOn92F2VVHI+3paeQE+sLoBD246EXNvKb0xd0FOaMAt2Slp+vXpI+dMDxkPn6xrTp+GkjwvHrfJ+1hVVWw53m38+dKwCX36dSqeoMpItPeK8f0SOswQiqLiQEsf3r2iLqlre36OBwtqSrGryX7Zm/ta+lBVkodz5kzGE589H9PKC/C1h3cYmUexiJbZAmjnIlWPJVuPdUNVkVTAqKwgBzMnF2GXDTOMjnUOorIoF+fOCW5sx9s3dMSvrUNCMr2gZ6cmfyK++tB29A77sSIFWaqLpmrZXnadGH64rR9lBTn42LkzccG8KtzxoRVQVOCNI4k1hncSBoxsZkFtCdYf7kh4vOy6A+340B/ewMofPIeb/74ZF/90La774xv407ojxn/p7kC/ubELlUVa6ciq6RURPREWTy3Dr65djoERP/73yb0Tfr3+QFlHSV5oSna8JUxdA6N4bo+W6vi7D6/AB1Y3xP7JcXr3imlYs7AaP3l6X8jo+Q1HOnGwtQ/3vtGIJ3acwqNbT8bUUPBTf9uEP7961Pjzx+9+08jgSje/rOC+Dcfwjw3HkJ8jGRd0XUNlIY7F0aRuKEo2CpB8SZqqqvjjuiPYdrwbn754Dn72vmWJfzGTldMrsK+5N+YHCP1Y/r2tCW8c7sBn79uCq3+zDv4oK6Sb7t2Mc3/0An679hCe3tWckYwjPbj3+C3n4bcfXhmx4K0qzsPk4jz8du0h/HbtoZiOacSvQBJh01CM8bmJHecvn9uPJ3c248rTavH+M1L7Xp1XU4z9zbENGGjqHkZxnhelppIQY0raBJ8+FHiYDM8+yLSbL55j/L66NP7A27lzJuOxW85DSb4Xn79/my13xO3o3jeCO/JfujxysEJ5Ya7RU+uRCe4DQz45IlPN6KWVwHXjlr9vweCojJ+/bxkWT028rCZTrlo6Fc994ULcdrU2ce03LxzE3a8eiXsn+oGNx/HPTScAIOoa4F0r6jDqV/CtR3bGNKVtaMwMIzFhyepYVFXF7146BK8kMD0wOShV8nM8uHRRNZ7a2YxNjZ1j9nI73NaPHSd6cKxjEP/acgKPbDmJR7acxD3rj6J32Iem7qGUbFyd6BpCW98IvnLFfHz58vl4R1gD6dMbyjG7qgi/eG5/7JMt/XJEg3ApBf2+dK8f6cDgqIwFNclvSM2rjn3zIpP2NvcaJXOLppbivhvPgqoCbx6Nfd2pByryojQgT0UplKyo+PULByAEsKy+PKmvNb+6BAds2Hf0WOcAGioLcdmiGgDaM9WhtoG4RrqPRhkclKoMo8FRPx7b3oRp5QW4YklNcl8MwQBxPIHJTHnjcAfeONKJmZOLMGNyEf768dVYs7AaeV4pK9ZE1jRWoDHddOFsvP/O1/HQ5hO4/uwZMX3OlmNduOuVwzjZNYRtptT2J3Y0ozjPi9cPd+A1U/3xHWsPYkVDBa45fRquXJrciOpoNjV2YfWMSnzp8vmYUho9PfHty6Zi+/Fu/GX9UfQM+cZtCts/HD3DSNuliP1q9/WHdwAAbrt6Ea5IsDlerIQQuPni2XhuTws+dc8mnDGjAusOtmNzIA1+LH/7xJlYWFuCW/6xBc29w/jOVYuwaKrW9LEoz4tFtaXYcKQTn/nHFnz4j2/gwnlVWNFQgZsump22f8vafW34WuD/3ZqFUyICgHOri/GPDcfx9Yd34L8umIUZk8df4I6VYeRJoifViF/GDX/ZiFcOtGP6pEJcFxjLmwqrZ1RCUYFLfvYSnv/ihSGBg7HsONmDz/5ji/Hn686ajnet0BbC77/zdVy1tBbvW1WPzoFR/OjJvfjxU1rg9NJF1Vg6rQytfSP4+tsWoKN/FHe9chjfeNvClGWp6BMoxtrRF0Lgzx89A+/53Wv48VN7cdH8KmPs+lj0EgBzxp5RLpPAOd15sge/fuEgzpszOS3ZD6fXV+Bvrx/Dwbb+CTNtTvUMobYsNMgiBd4CE/28Do3xs55p+TkevPnNNUmNKc/P8eCeT5yJG/7yJm6+dzOW1pWhvDAH37tmiWUZVHb38oE2LKgpwV8/sXrM68a9nzwTa37+Ev66vhGfOG/mmAGCodFoo8Ljb1z68OYTeGJHM57f24oFNSUJT3iyghACHz13JmQV+P7ju3HbY7ux42RvyObAH9cdwaLa0jFLzX//8mGcXl+OH7xjCRZPjbyurWgoxztOn4pHtjbBIwn8/H2nj3tMY5ekJTaU48kdp/DtR3ehvX8EC2tL09KE/IolNXh4y0m8+7frUVaQg7Vfugi3PbYLbX0jmFychy9cOg+X/OylMT//24/uMn7/kbOno7QgB19McNKs/qB10bwpEZtRgFYKfMP5s/D1h3fgU3/bhG9ftQh1FWNnowFjZBgZPVuS95sXDmJaeQHefvrUiT94AvOqi/HQ5hPoHhxNSY++ZDX3DONbj+zAzpO9RsksoDVML8r1xDwsAogeqAC06oBU7I39+dUjePNoF1ZOr0i6T+Dc6hI8tat53IbpVmjsGMSKhgpcf/Z0LKsvh09W8N7frce6g+24ellsP3/Rml4HM8CT8/uXDmPYp+D2D5yekj5rk4vzUF9ZgH9uPIGPnTsz4QnHT+9qxomuIew91YuT3UOoKMrFly+bP+HzyViGfTI+8ZeN6B/x4wZTVn6uV8KyunLssGEfslRjwMhmzpw1CXOnFOMvrx3F1UunoqJo4hvI/3vxEJ7b0wJAW+xUFuXhHcun4vy5VSgryEH/iB+yrF0WDrb143+e2IM3j3bilQPtOHfOJHQOjGJWVfF43yJmPUM+HOscxLWr6yNq0cNdOL8Kf1h3BLubeqMu7gZH/egf8aO5dwj5OVJEWnY8GSk7T/bgqV3NmFSUi2vTmFlkdnp9OS6cV4WX9rcZU4kArdnpjefPwh1rD+JoxyB+9+GVuHyxloatP3D//ZNnQVVV48/mANdbT6vFS3Vl+PrDO7DzZA+e39OCM2dV4vS68oSb/o1nY2MXcjwCr37tEkwqigwAXraoBn97XctAyvNKuO3t4zcRN5qERnn4SXRH9oU9rXjlQDsuml+Fu65fldJF9hmBCXptfSN4ZMvJMQO5vsAEKgD4+xuhtf6ffctcVJVo/+/2ff8KAMFzfemiagyM+PHpezfj2d0teHa39l4uzPXgz68exais4IolNThn9uSU/Ht2N/WiujRv3MDXaXVlePrWC3DRT9diY2NXDAEjJbIhb4yTxMK19Y3gdy8dQr5Xwv/70Iq0TBjT09df2tcWQ8BoOKR8Boi9d8zQqLZQs6qHkZn285dcf4HT68vx++tW4vuP78Ghtn4cahvAhfOm4ML5VegeHJ3wQS6bdA6M4nDbAL5yxfxxyyknF+fhq1cswNcf3oFHtjThc2vmhvy9T1ZwuG0Ag6P+KO8x7ddYy879soIf/mcPOgK709edPT3hBbmVPnHeTLx3VR3++9FdeGjzCcyZUoxrTp+KqpI8fP/x3QCAoz+6MuLzzOdkybToWVVCCPzi/aejKM+L+948jm9ducjImI5mcKym1yL+ax8A3P7CQaNM+aGbzo7782NxxoxgeWTPkA+/e/kQHt0aLFHTG4IX5HgwpTQPjeOUnP9lvTZB8fy5VSjO86K8MAddg6OYO6UkIlAQzabGLhTlekKmNIZ722m1eGTLSTy9qwVnzKjEDYFSzrEM+8eeKJhsoGL9oQ6sP9yBWy6eg8Lc5B+hVgTuRS8faA/pi2IFVVXx02f2GZn4y+uDZV5CCMytLsGeU7EHjILDMMLLAxOfcGw+1rtfO4qV0ytw/41nJffFAMycXAhVBU52D2F2ip6HkrWvuQ8nuobwzuXTIITA6fXlkBUVVSV5eGDjcVy1tDamthpRM4wCvyaTcdc9OIpfv3AAly2qxsrpqZs0fcslc/GVB7djz6neMa/T4znRNYj/umdTxOujfgW//sByDI3KMT1bmz/vXXe8hv4RP+68bmVE2exvPrQclTYI9qYbA0Y29KkLZ+OL/9yGD/3hDTzxufPH/LjWvmE8uOkEntvTgjULq3HJgin4wOr6iAuIOfK+cnoFHrrpHPxrywl8/v5tOP17zwIA7rvxLBxuG8Bp08qSmvqg7z7Ekqo7I7CTeqxzIGrA6FN/24yX97cBACYXR74ZY5mS9tqhdjRUFuK9v1sPAPjnp87O2O6BEAJ/+fhq3LfhGA619aOhshAfOnO6EdS5aEEVHtlyEpcuqo560R/vRlBXUYh7PnEm9jX34fJfvox33fEazp87Gb/5YOofsLce78Ki2tIxH3rOnTMZX7psHn76zP6YJsMNGw34ovQwSqB8SVFU/PnVo5hcnIc/XL8qpf0eAK0n1Z8+ugofv3sj7lnfiPefUW+kux9s7cdrh9ohADy85aTRSBXQMpO+c/Ui7GvuM4JFQOR5zfFIKC/MxZ8/dgYWfedpyIqKmZOL8PuXDxsfs+NEDzr6RzFzchFeP9xhvF92nezFNcunRqTfR9PcM4zD7f3Y1NgVU73/9EmFmFKSh9cPd+C6s8bP2Br2yRGLwlgniZkpioq3/uoVtPeP4F3Lp6VtHP2MSYU4Z/Yk/PK5/bhiSU1EnzWzk11DxrQxXaz/Nqt7GKXDyumVeOTmcyErKs7+3+fxu5cO4X+f3IOT3UO487pVEYupbLUl0JNoZcPE77UPrG7AX147GtH/DwB+/ux+o8lptL5vQOyL/tcPd6JjYBQ/f98ytPaNRJT/OElpfg4+95a52HOqFz9+SsvS/OT5wZ3f3mEf1h1ox1uX1Bj/n/S+R+aASTRCCHxgdQPufeMY1u5rxbvGaGy87kA7TgYGIoQHDxLpYbTteDf2nOrFmTMr8fHzZqYkIBFN+MPS7186HPLn/S39mDGpEC9+6SIIISArKv647jB6h/w4Y2YlXj3YjiklefjBf/YYn/O+368P+RpLppXilkvmoiTfi/b+0YhgyIhfxgt7WrGxsQvLGyrGDVyWFeTg/v86Gyu//2xM5VvR7kfBHkbJ9ZX6wF2vIz9HwgfOTM3G48qGCkwpycOzu1ssDxit3d+GBzedwOyqIrx3VT0umFcV8vfnzJ6EO9YewisH2nD+3KoxvkrQ6BhrPYjkp3M9u7sFJ7qG8Lm3zE3Jmk9f37b2jtgiYPS7lw7hR4GWHQ2m9YlHErjx/Fn44RN78ObRLqyeOXGgZiRNJWmf+MtGKCrw3lX1iX+RKM4JrG83H+uKK2AkKyp+9OQe/GFd9N6xz+5uwYJvPwVAq+YYHPXjjBmVEwaPHtvWhN2nevGB1fV4y8LI57VU9de0OwaMbOhdK6bh8e1NePlAO0ai1GID2oPVJ+7eaKTB3XzxbCyPYWGqe/uyaWjqHsavXziAYZ+Cj9/9JgZHZdRVFGDdVy9J+Nj1UdWxNFStLcuHVxJRd68URTWCRUAwK8VMTDCFZGhUxgfvesP4861r5qYskyoeY2U0TSnJx40XJFdKNr+mBA/ddDbe/dv1eOVAO5Z99xk8fesF6B/x45UDbbh1zbykvr6qqtjX3DdubbJHEvjMJXPR1jeCBzedgF9Wxr2Bj51hlNhi7vXDHdhwtBM/fOeSlAeLdJcsqMZvP7QCN927GesOtOMtC6uNoKsuxyPw5cvno6Y0H995dCc+ft5MLJlWFvMNL8/rwVOfOx+9wz609Y3gU3/TRnWW5Hsjen0trSuDrKjY1dSLnz27D6dNK8P5c6tQXZqPf287iTNnTkL/iD+kd81Vv34F7f1aZsHHzp0x4fEIIbBmUTUe2XISQ6OR/VMAoGfQhx8/vRfNvcNjl8vEsZV4oLUf7f0j+K8LZ+HTF86Z+BMSJITA/71nKS752Uv447ojY2bFdQ6MomNgNCJbMtZ/m15+aXUPo3TwSALfvHIhvvjANng9WrbnXa8cZsAoYFNjF7ySwFLTFK7xrJhegce2NkFRVGNTQVHUkN5GkWW88QWMHt/ehKJcD952Wq0rgpgzJhfh3585D49ta8IX/7kNd70SfFBYetszALRebfo1+I/rjmD1jEqsiiFgvrC2FLleCXvH6KXRN+zDh/8YXF9EC+bFM3Dk4c0n8IUHtPvJV66Yn9Id+2he+9ol8HoE9p7qw7BPxpJpZWjrG0F1aT62n+jGgppS48HII4mQtcqFgUDC2bMnIc8rYc3PX474+jtP9obs8j+8+QTuvG6V8dD6mxcO4tcvHASgZeDGYl51SUwDKEb8kRmvyT4gP7njFD5331YAwP03no3asoLEvlAYKXCN2Hsq8cbXPlnBdx7diUOtA8j1SvjaWxcklJmxN5A9dNf1q6Kuld+1YhruWHsIN/51E579wgUTlwZGabYMBIJ3SWYY/WX9UcyYVJiyktopgU291j7rp3MpitbDTDe1PPRn7b2r6vDDJ/Zgw5GO+AJG5qbXRsZd4m0gdpzswRkzKrBmYXLTiMNNKy9AdWkeNjV2xdyaBQCe2dWMu145ggU1JfjaWxcg1yOhtrwAAyN+VJfm44wfPmd8rH7tfteKaROWHe9s6kFhrgc/fMdpaanicAoGjGxICIF3LJ+GF/e14ZEtJ/GX1xrx4bOmG9lDLb3DeO1QO3ac7MGF86pQWZSL0+Ns+OaRBG6+eA5uunA2vvXoTqOE5kTXEN482omyghx4JYGBERnTKgpwsmsIU8vzMeJX8NE/b8A3r1yEBTUlqCrOQ3v/CCRJYHJxHl7Z346qkjxMjeFm6vVImFZRYIwpNNObz339rQvw4r5WrI6yIygJAb86dsRo+4nukD+ns8+PlVZOr8RvPrgcn/m71jPn1vu3Yk9g8fG207RStjlVxQld6Nr7R9E16MPcGKaNrZhegb+sb8S+lr5xm6gOj9P0Ot405VG/gt++dAiFuR68a3ni421jcdF87ab4ib9sREVhDroGfRCmWvxN377UKPN65/JpCf3/nhsItKqqio+cPR2Lp5Xhxb2teHJns/ExVy+bGjIhqKV3BC29rUYaOaD1LwOAF/a2Itcj4fOXzjOCRUDsE0WuWlqLv79xDC/sbY3a7+x/n9yD+97URiKHZxXGOknM7KX92r/h2jMaQqYXpUNdRSEunl+FR7aexMfPnYmGSYVQVRX7+ydjZmEnDjf3YvtxLSA/t3qsf9v432Nw1A+vJNLSh8QOrjl9Gi5bVAMhgJ88vQ9/e70RjR0DKW/U60Qbj3Zh0dTSmMsRVzZU4O9vHMOB1n7MrymBrKh4fHtTyDjxhrBMuGDgcuKvf6R9AE/tasaaRdWuCBbpcr0S3r2yDm8c6cDj209hUW0pNpoakF7163W4/8azMKuqGMc6B3HdWdNjKuPwSAJzqorHbL66PyxwEdGQPI6S+Z5BH7784HYIATz2mfMSetiPl/4Qat4d11+rKYutee3iqWVQFBXvXD4N155Rj289shMHWvvx6w8sx6Nbm5DrFdjd1IujHYNYu68N97+p3UuOtA+EXBNjna60aGop/vZ6I0b9yrjlbtH60CTTs0VVVdx0r7aB85YFU5JusBxuXnUx1u5rnfDfFa6xYwC9Q35sP9mNf2w4brx+1a/X4barF2Hl9ErUlOWja3A0pjWgPpFrrI3VOVNK8PwXL8San7+EBzaewBcuHX9DciTKOHcg0E4iln/gOPY19+GSBVPi+v81Hv190NaX+NTaYZ+MEZ+CssIcNPcMo7o0L6FJzIfbB9A96MN/XTALR9oHsDzs/VFemIs5U4rx0v62mKY96z9X4R+nTZqO+/Cgqioe3nwSo34FHzt3ZsqnTQshsHJ6RUyNpPuGfRBCwCME7nzlMErzvXjslvOirrl+de3peGl/G1p6h7GrqRfdgz6s3deGgRE/isbpgbW/pQ9zpyT2DOUmDBjZlN6M8asPac2Gv/GvHdhwpAMzJxfjNy8egE9WUZDjwf/70Iqkmr1JksA33rYQNaX5GPHL+H8vHjLKt6KpryzA8c4hfORPGwAAZ8yowLYTPciRBG66aDZe2NeKD65uiPmNdebMSjyw8QS2Hu/G6YGGbve9eRzrDrRBCO2B5L8ujB7omeimY07vv2JxTUxlO0511dKpmDOlGG//9atGsAgALvuFtvN3yYIpuGDuZHg8EjxCoLIoB+fMmYzHt51CSb4Xk4pzcaJzCFctq8XDm09i1YwKLKgpxY6T3QBiKzHUgxDrD3VEDRh19I/gka1NWLtPCwpE9HyIM4V/b3MvPnXPJhztGMSnL5qd9j4xBbkeTC3LR1PPMLoGtYlpt1+7HFPLC9AzNBrSEyjZG4sQAt+9Rmv2fNmiapw9exK+8+gueCWB966sMwJGHz1nBu5+7SjetWIaHt58EnleCXOri7HzpPYzoN9w14eVC8Q6FenMmZMwpSQPf3r1CK5YUmMESoZ9Mv7niWCwCEDEDVfPfpBjPKWPbWvCT5/ej/PmTMaMcUZsp9KNF8zGM7tbcMnP1uJrgeD0qwc/pv3lC68A0HamF4b9/Ound8KStFHF8obX6aa/71bPrMQf1x3BhT9Zi998cDmuWmpteUUqvLC3BcvqyjGpOLL3k17ubN5l39TYicaOQXQOjGLD0U589pLYs+T0MqlfPb8fF8+fgr+93ohtJ3qQnyPhvDlVeG5PCy5bHJq9JWL8Obz/zWPGWsLqspd0+b/3LMP/vUdrfv3o1pNo6xsxSqbef+frmFWlBTFXxDF+e0FNCV4+0AZZUSNKpu4ylQwLEaXptRR7Oe7H7t4AWVHx2w+tyEiwKJUkSev5BAB/+ugZeONIJ65eNtVoyKsoKmZ94wkAoc2yzcZqUB5u5fQK/HHdEew51Ttm0EZWVC3DKGIyl/ZrvGWCu5p6jCy/ZXVl+Ol7UzN91WxhbSn8ioq1+1px2eLxg3WqquKBjcex51Qf7n7taNSPqS3Lx22P7Q55beX0CvzgHUtwomtozCxQfSLXeGZXFWP1jEo8s6s55oBRRIZRgv29AK0f6Uv729DePxpTJUOsSgu8yPVKSQWMvvjPbfjP9lN49OZzcc3/exUfPWfGhD09o9kcWLe9d9XYvWA/fGYDbntsN/658QTed8b4JWGjfgV5UQIoiZTNAsBrhzrw9Yd3oKokDxfNn7g0MRErp1fiiR3N2Nvci/0t/bh4fhUe3HQChbkeXHP6NDyzuwVXnVaLi3+6FpIQqCjMxb6WPnz9rQvG3KC75vRpIRlpG4924r2/X4/P3bcVHzyzHpIQWDS1FLkeCRuPdmHNomr4ZQW7mnpxGTOnGTCyqzlTSvDgp85G96AP9ZWF+Nkz+/BIoCnh7KoifPWKBWiYVJj0ZABA63H02bfMhaqqOHfOZAyOyLjhrxsBAD9+92n4ydP7sWp6BZ7a1YzjnUMhn/vm0S4U5nqgAvjpM/sxrbwAn44jk+e9q+rxwMYT+NpD2/HUrRfgiR2n8O1HdgLQghzhzWbNJuphtLmxC7OrinDn9atCesi41YKaUmz89hp855GdePNol9FbIT9Hwgt7W/HC3taQj1+zcEpIVgoA/Or5AzjZPYTVMyvx9mVT8YdXDqMk34uVMyZeZNdVFGJhbSme2HEqoimlqqq46W+bscE0kjVaSVo8a4gv/3M7jnYM4suXz8dNYwQVU+3hT58LIYD/fULr2fLWJTVpK4PTlRfm4vqzZ+DSRdXI8UiYVJSLe284E4BW6/2elXVYPLUU719Vj4ZJhcj1SNjZ1Iuq4jy8/871+Ni5M7F0WhnmTClG37AfuV4p5l05jyTw1SsW4Iv/3Ia/vHYUHw9Mh/jRk3vx1/WNWN5QjtlVxXhw04mIPj/GJLEYTurL+9twyz+2oCTfix+/Z2nKd6zGsnJ6Be775Fm44a8bQ/pxAFom1zXLpmJySR6mhI2iF0LEVEI55JOR78JytGjWLKzG3z5xJn7y9F585u9bMDgiT7iQtaPXDrVj3YF2vG9VPT5+90asnlmJ+288Cz9+ah8unFeFs2dPQu+wDx+86w1MLs7DPz91Nu565TBK83NCyggA4JrlsZdLNEwqxPVnT8df1zcaGYKfuXgOrlpWi4bKQjT3DEdMUdKDGOP9HCqKil8+dwArGsrxpcvmx/xw7mT6Q8Fli2rQNTiKLzywFYcCmczxZGNfvGAKHt5yEm8e7cRZsyZBVlR8//HduGDeZDy1K5j1WZznjXhI0TJmJ772negaxOZj3bh8cTUunyBYYHf1lYUR/eAkSeDlL1+MjoERdPSPYkppHo51DuK2f+/GD96xBKtmVMS8mbcqsA55eX/bmAGj1r5hqCqiXrOB+ANGX3xgG/Y29+GMGRW494azUpbRYnbZ4mrMqirCN/61Ay/sbcU3r1w45sSpzce6jOAvAPzmg8uR7/VgxuQiVJfmob1/FLVl+Vh/qAMjfhk/+M8eDIz4samxC2/9lbYJ8sznL4gIthxtH8CbR7vw3pUTZ2qfO2cyfvHc/gknHI+VYeRJcIKgqqq49f6tONjaD68ksGqCXmTxEEJgWnkBjnZEVjzE6j/bTwEI9vO6+7Wj6B32obV3JK4ywU2NXSgvzMGscSZ6XX/2DDy2/RR+9fwBvHdV3bhrpsFRf9R1iEhw0Mz6wNTtf336nLT1Wbt0YTW+//huXPHLVyL+7r43j2PLsW4caRswMudb+0Zw29WL8JFzZsT8PVbNqMRnL5mLXz1/wBgcZfba1y7B4TYt2+uSBaktu3MiBoxszHwxvPP6VRgc9UNVtQaq6ZhsIoQwJjH98J1L0NE/ivef0YD3rqzHsF9G992jaOwYxF3Xr8KeU73Yerwb37xyobF7MOJXkOeNnGY2njNmVOLrb12A/31yLz77jy1o6R1GTWk+nvvihSicYGdejHPTUVUVmxq7sGZhtS0a2GVKaX4OfnntciiKapRLyaqKb/5rBx7YeAKAFkAa9ikRwSIARpBpw5FObDjSiemTCvHZS+bGvKC7amktfvL0PpzsHsI0U93183taseFoJ/7rwllGg83wKV2xLrCf3tWM7/57F5p6hvHly+eH9OlJNz2A+ctrl4dMscsEc8+Ec+cEJ6bpi5AzZwUfBPUeE9v/+7Kkj/FdK6bh/o3HcfdrR7HhSKfxoPTBMxvww3csQcfAKHqGfBEln7E2hv77G8fwjX/twKzJRfj3LeelJAgejzNnTcKGb6zBNx/ZgSsW1+Ce/zyEVzpn4FMXzho3E0uKoUfJsE92fYaRziMJnDd3MqZVLMd1f3wDX3loO77y0HZcvWwqPnHeTOR5JSyoKcnoeyZcs2ni3ameIZTm5+BAaz8GRvz49mufQFVuP/as24TeYT/uekW7Tm040onHt5/C7146hN+9dAgFOR7jZ7q9fwQX/3RtyPeYVKSVC/zsfcvinhr3vWuW4HNvmYvvPrYb155Rj3NM7/NoZSJGSdoYP4aKouIjf96AUz3D+MoV80O+XjZomFSIhkmFePbzF+J/ntiDGZOL4lo7vWXhFBTkeHDtna9jRUM5rj2jAXe/dtTI7PjJe5biyw9uR32U8ywJMW6w/GBrP973+/XoG/YhP0fCt69a5NqSB/086JbWleNtS2rj/vdOKcnHqukV+Nmz+zG3uiSkt+KfXz2Cnz2zH/0jfgDA1PLQgJHX6AsW+/fbdrwbe5v78M23LcQnzpuZtvOT5/Xgfavq8aMn9+K+N48bmbuzJhfhcLsWwLjt6kX47uO7jTLHL146D/2j/ohMTj3QdHHgAfeyRTWQJIEv3L8VDwcypS77xcsozPXgo+fMwJZj3VgyrRQVRbkY9SsxtW5YOb0CqgpsPd5trDWiMZpeeyL7SSWS2fK1h3bgYGs/vnPVInzwzIaUl9Yury/HKwfb417bHWrrD+mzOuJXUJznRf+IHw9v1v6fX/XrdTi9vhzfvmoRPJLA1LJ8VBblomNgFNWm4OaIX8arh9qxvH78qceSJPDB1Q344j+3YfuJnnHLJDsGRjEpSmPneMpmAW34ytW/WQdAa2qfzqmoDZMKcf7cyXjlQLvxWq5HgtcjjOEyv3huPwBtQMu1ZzTgo+fOjPalxvX5S+fhE+fPxHce2YlXDrSje8hnrOvO+dELyM+RIAQiGsBnIwaMHCRdkdxoPnRmcCqSJAkU5npx343BEa9LppVFdMZPNNPiQ2dNx4Yjnfh3oMzmtqsXxfTQKAmM2cHwSPsAugZ9MfdqcRv9RiMEIEHg/96zDJ+/dB7W7mvD+1fVGynij99yHho7BtHYOYAZk4pwvHMQ0yoK8Jm/b0FNaT6e+twFcZV66QGj/2xvMppk9g77jIy1G8+fhfnVJThtWlnEzVCKYRGx7Xg3/uueTSjJ8+KWS+bgurPHn96VTlY++MYqFccohMB7VtbhKw9ux7FOrUF9ZVEuvn3lIgih9S676/pVEZ8Xy+j53mEfvvf4LsyrLsad163KeLBIV5DrMRofLj3yJF7qmIlFtW8b93MkaeLduaHR7AkY6WZOLsLTt16Arzy0Hf/ZfgqPbWsySihvXTMX586ZPOGUqnR47WA7PviHN/C7D69AnteDj939JvK8krELDlTi8GAlAD9qSvPx9tOnYmDEj/vePI5b/qH1h3v/qvqQ3lqSECFZRf/57Hkxl3uOZVJxHm7/wPKYPlbP4hvrPfbSgTa8cqAdVy6tNfrZZSNJEvjWVYvi/rzCXC/WLKrGY9uasPlYNzabpmACwNtPnwqvR2BlQ+TPs2eC68PmY13oHBjFh85swJVLa9P68GVHiQZfvnP1IvzXPZvw1Ye2Y0VDOaaU5mPnyR788D97sGJ6BTYc0bKYw5tS6yXS/jgiRj96ci+mlOThfavq0x7M+8DqBvQP+/GbFw8ar+nBIgAhJWaSAG6JsVG4ftyfv3Qeasry8dL+Nuxq6sXiqaW4IzB9cf1hLWOkojAnZKNvLMvqyyEJLRNmvICR3vQ6IsNIiq8hPKBtAj+7pwWl+V68/4z6tPRhWzmjAg9vOYlDbQNjloKF0ycV6375/tNxuH0A1501HY9sOYm+ET8kAfQO+XH3a0fw7t++BgDI80q4dFE1Ht9+KuS+8e+tTTjRNYTbrp64lE3PuNvX0jd+wKh/BJOiTJqWRHw9Jv+y/qjx+29dGf/1NF4/e98y/G19Iy5bXGM8mzy9qxn/78VDRjD1f955Gj6Y5MRCfaMd0DI+//b6MeO+PuzT+j9l8vnbrvh/gCxXnOfFHz6yCpsauyCEiLkB4nhNkvXeLdkaMIqmtqwAHwhMbFv7pYswqTgXJfk5EWmyiqLi75/MxaLa2Bu26qZPKsJp08pw58tH8OpBbRGy9Xg3AK28cVJx3pgjisUEO7JAcGHz4E3nYH4MfZUoNd69og7TygtQnOdFbXk+cj3ShD8bHmNHN/o5VVUVn7j7TQz7FPzo3UsxY5z060yqye/H+6ftCDa9GIMnhp9Xn6wgx2v/wGKqFeV58ZsPLMfn18xF77DfaOr7y+cO4JfPHcCBH74Vz+5uwZH2AcydUow9p/rwuTWxPQAdaOnDX9c34jtXL8Kf1h3BvOoSYzfd7FTPEH7+zH7cfPEc3LH2oJG6/sSOZrweuI6M+BW87bQavHdlPeYeuAH9ci5aF/0Wq2dWGg8kHzt3Jo53DqK6NB+LppZGfJ8Prm5Acb4Xp3qGkg4Wxcto5DtGYGJ3k9bL7EfvOs3VPfzS6QfXLMEHzqjHjpM9+N8n96KhshBP33oBTnYPIc/rwTvHGLYw0RTX452D8EgCt719sWub4qfD0rpy3POJM7Hm5y/hc/dtRV6OhL2n+lBZlIs7r1uJ07/3LABEDF7xxJFh1DUwilv+sQXrD3fg1jVz0z6AAQDKCnLwpcvn49rV9WjrG0FJvjdQ8qU96B/vHER9ZSH8ijJmudp46isL8ZUrFuALl87D8a4hNFQW4o3DHdhyvBs/eXofAK0/USybTMV5XiyoKTV67YxlxBe9h9FEwdRoDrX1o3NgFD9612njNihOxlsWVONbYic+8/fN+Nxb5uKtMQTZ9XsJAEwuzsM7TGXIn7wgtDXDB1bX40TXEPyKiq8+tB2PB0rYbvnHFsycVITKolzk53hQkOOJqQRqankBPJLAsSiTps06B0axtKI84vV4+ob6ZQUv7G3FmTMrced1qzLynphSko8vXDYfQDCT/rRpZXjn8jrMrirCobb+lFeQ1FUU4mtvXYD3rarDkE/GlbevMzLlsh0DRmQLQsRfjzxeRsrB1n7keqSsKkeLx3gP55IULE1MxM0Xz8HvXjqE7iEffH4FPUM+1JTm432rxu9nIk2QHnuorR8/enIvZkwqZLAowzySCCmDi+lzjKbX0U9qY8cg3jzahRmTCrE8xVNnMkHbJR3/Y0ZlJWsfBoUQmGOarvj5S+fim//S+tN95E8b8NqhjpCPP72hHCX5wSVJXXkBVGhJpFNK8rCrqRc+RcEX7t+Kox3abuOPntwLAHjq1vMxc3IRhn0KOgdGMak4F+///es41jmItfvbQhqZ/ntbE8zJAjdfPEcL9JzQgisLwnbM50wpHne3WS+1qYyS8p9ungmy+Pa39GFaeUFCD5ikKSvUBkSsmlGJ3ad68bFzZ6Ig1zNhBoJnghLrxo5BTC3Pz9rrQzLmTCnGrKoirD/cgdJ8L+bXlOBLl81HeWEu7r/xLDy6rQmlBWFDGKTYM4we2Hgc6w5qpTDvHmODK13qKgqjZpvFmvEyEa9HwszA+u+cOZNxzpzJWLOwGt96ZIexoRiLs2dPwj3rG8fsYzTqV3C8axA5HhElm1zENc69b9iHL/1zOwpyPLgwTU2WAa3lwA3nzcRDm0/iJ8/swzlzJuNQWz8W1ZbCJyvwStpGWVP3ECoKc/Glf27Df3acQn6OhAvnVeHWNeM3AZ9bXWJMXC3IWY7bAz1DD7cNhEyLXlYXmYEfTY5HwrTyAqzd34ovXjYvarDveOcgjnYMGlN+zSYqmzV7dncLOgdG8bFzZ2YkWDQWbV2hvRfmxDC9OVF6CfgN580MafeQzRgwIgcbO8OoKdCrwq09AezsiiU1Rm8BffzmmbMqJ9y58kjjl6Q9tEnrwfTVKxak7mApbaQJMoz0LMDfX7fKEeV94WIpofTLKnIkPhACWpnze1bWYdUPnsNrhzpQU5qP5t7gyHh98ma4XK+Es2ZNwsv720Je14NFAHDFL1/Bkmml6OgfDRlDD4SOSb7t6kW47bHd+MzFc3DpohpLsoJSaaIeRgdb+1P2oJntcr0SfnVtbKWCwMQ9+fY192HGJHtkVTrRmTMrcbhtAJ++eA4+ZRp6ceasSVEf8IwMoxgCFXoD3H988qyIJt5uNL+mBP/81Dlxfc7Vy6bij+uO4J71R/GZS7Ts0CPtA3hy5ynkez341fMH0DPkQ11FZIlbLP3/dIOjflx5+zoc6xzE965ZHFFqmGrfvHIRZk4uxjf+tQPLvvsMAG1aYtfgKHI8EuZMKcbafaH3opsunBNzhqzuvLmTcd5cLSD1lp+9hMsWVePZPS1QVW2ATaymTyrEKwfa8ezulpAJewda+vDY9lO4/fkDAII9vMy0KWkTf491B9r/f3t3Hh3XXd99/PO9M6PNtrzvS+wEZyebTUgCSRNIG56whC6BUCihBcLa0+XQQznwAH160lKWp3142kLzFA5QnoaklDa0B/pAWpaSkoQQDFmIEye2E1uOF1mWJVnSbL/nj3vv6I48M5KupBndO+/XOTood0bSNT+N7m++97voD776M527bknbNX+OU8qcVgSMkFiNphQdOjGq9Q0mrKE5zEy/Oo2pG1LjEkNJuu/pfl2+bcW00oSxMDRKPX/80El15TxtT+gb2umMpC2Wy/MyVSepwuauD+0f0N3vuEK7nx/SysWdGhjJ69jwRGCnUHL6o395TIOjBUn+VKS3vnSbrt6+SmamFT0d6h8Z12N9J/U/v/2klnXn9ORhP6u0tysrJ+mjr75AL92+Sj8/dFKrl3Rq1eJOre3t0jVnr9a2VYtkZnrhpuQGiyTJwkmEdX4PD58c10UJ/zcmldcgA/GZo8PafXhIr0/gFMGF4gM3nqdXXbSh0sdlKhMZRo3/Zn/uB3v1o30DevvV29piomBcl2xepl88f60++a0n9a8/O6SNy7p18MSonnh+qOp5tf40TSc7N/Ttxw/r2eOn9Mc3XaA3XdGcnpW/umOj/vHhA3r66LBuvXKr/ub7T2ssKK87MDAxKfpDrzxP1527puE0s6mctXqxvvcH12rl4k5945FD+otvP6l3zmDS9Cdvvlgv/pN/1z27+ioBo6Gxgn7xz79f9bxaGeKeTT2UZM+RIf3mFx6Uc35PIfYz7YuAERKrUQnTocExXb6t+Y1VEZ9NcUd237ERveoigkVJkvGs7gb9wMApbV7ek9gswOncJc2XnHo62GBF/fdXnV+ZQnPRpmWSVLPR6svOXaPwN6NYdjU3qtees0a3XXOmchlPhVJZpomGquEQhrWTxmvXmjaWVBmrnzVRLJXVPzKu1Uu4cdIKGa/+Da1wyg+Td+Lr7crNqEy6MrWzwd/s9/79w5W+Mpdspv/lVH79xVv07ccP64nnhyqBoq0re7Sv/5TOWNmj/f2ntHlFjQyjBq+NqP7hcd378yPq6cjoDZdvaVomcmc2o6++88rKdeS9L3uBnJPO/tA3q573Wy+Zm8l5ZwSZhq/buVk379g0o3/n2t4uvemKLfrqjw/ogWf6lc2Y/u6H+yuPv/riDfr0LZfU/J5TlQaWyk5/+o0nZDLd94HrtIZrSVsjYITEqjeas1Aq6/DJMTKMEqZRic9AMLp92wJpjIzpadQY+sDAqDbWSFdPiuk0jCyWysplkhkQm0/T2RBHx593NNiUhz1gor1gsm3y//nEJMLTH+sfycs5afWSziafFaQgoFzn78Mzx4aV9UxnrEx/udNCMVW/r6ND4/rGI4f0gjWLdfOOTfrF89c28/QS6Zrtq/WRV5+v8WJZ//nUUd23p19vu/pMdWQ8XXfuGt2355iuqpGl1ei1EXLO6Y1/+4CeeH5IV29fFXsKc1xmVrmOhNeWr9x2hbKeycxULJXn5WZXnKDYTZds1Jfvf1avv+P+yrF3XXuWNi/v0Y0vXFf3e0510+ueXQf1708c0fXnrSFYBAJGSC7PTLX+1O07NqJi2Wn72vTcSW4HjUrS9vX7DQHp+ZAsjVLPD54Y1aXTnIi4EGWmkWFUaOOm15h/XoOStCMn/RK/NQSMWqJRQ9lnjo5oy4oe/jY0USbTOGD0gz1HVXb+WPTJk2NRW8Yz/eZLtkmS3nD5Fj3ed1I7ty6v/F5HJ4ZVfd00rp27D/tZS++45szTpo21yhULtPnxi7au0NfefZWGx4qSpO6OjHaesXwafUMbt4EIJ8B98uaL5+xckVwEjJBY9TKMnjw8LEnaPo8d9DH3GmUYVQJGq7gjmyT11nRorKATpwrauCy56zmdPgzFkmv6nVG0jzDDqFZZweGgoTgBo9ZodANk77ERsmWbbKoMox/vH9CSzqzOWz/9hsOYsLQ7N+2eT1Nl5x4ZGtMX/2ufPJPedvWZWrWYv2FTuWzLzEsozeoPJZGkh589oZefu0bLepo/ARQLDztZJFa9HkZPH/UDRkyHSRbP89ez1pufvcdOyUxtMbEkTcJ+MpMdPOE3jqw1QSUpvCmm+klSnpI0zKNMg5K0Z47510GyMluj3tTPctlp77ERnbmadWmm7BRNr392YFAXbV5aVQqL+eGXqtd//C2f/5HufPA5veQFqyipnUeNJjmeOJXXniPDuuwMennBR8AIiVUvw+j4SF5LurLqymVacFaIa+Ju+emP7e8f0Yal3erMsqZJUm9K2sFg0kiSexhlpmjSLvkZRjmPyyzmR1hxUOv3cPfzw1q9pFPLF3F3uBXq9Qc5eGJU48VyqpqvJ0EYCGrUU2/LCoJ4zWANpnONF0vafXhIv3rZJn36lkubfGbtxd+f1X4sbMy/g4ARAuxkkVj1MowGTuW1gk1y4ngN3vzsI4U/ker18QhH0yY7w2jqPgzFclm5LHesMT/MrO6Nkz1HhnQ2ffxaJsyYnYx+fK2RaZBhNFYo6fhIXhsYlNIUGa9xf69S2ekXzllNsHue1bt2SNKeI36G6nnrKNGEj4AREqtRhhE1t8kTNuirdecpHNOKZKlXktZ3YlQdWU+rFiU33bxROncoXywrS4YR5lG9TLfnyJhoKa9OFsXRIb8Z+TqCE00VBoxqrcmhQb/f1/plyb2BkST1Mo+liUDFdlpKzLuMWc0WEJLUNziqRR0Z9XbT6hg+drJILFPtO3gnThW0vCfX/BPCrNQrSRsYyWtwtECGUQLVG5/7/Mkxre3tnJextM0ynUkvxbJTR5bLLOaPX/pUfYyMidarF8gbOFWQJPYoTVYJGNWowTkU9NTj9dIc1qAhfNisfz1rMe/qlc1K0qETY1q/rHvKSWtoH+xkkVj1JjANnMprORlGiVOvJC1M4T+DFP7EqZd6fvjkmNYuSfaG0JvGlLRCqVxptgrMB8/zBwUcGhzV8Lg/VpmMidazoGS+WCpr77GRyvETp/LyTOrtImDUTI0yjPp4vTRVpsF0rqND4+rIelrazetjvvnT6mo/dmhwlKAdqhAwQmKFPYycc7pn10EdGfIv+gMjBIySqNKUctIFLAwYbVtFSVrS1GuqeOTkuNb2JnszUm8KUsg5p0LJKZvhMov5E94lvupj/6EX336vymVXyZhgw9864fXsnl19uu6T39W//LRP0kTJfJKzK5OoEjCq8Q6Z10tz1StVl/yA0erFnWS2NIHXIHDXNzjG6wFV2MkiscKx1k88P6Tf+couffCfHtVYoaSRfEkrFnF3ImnCDULZuaq66n3HTslM2ryCgFHS1NuQHD45lvyA0RQ9jMLmqh0ZNr6YPxkzDZwqyDlpJF/SM8eG9ezxU5KS3VQ+6cJ40J6jfk+Wrz18QJJfMr+McrSmyzYIGPUNjmnFog4m6zZJo/5/R4bGtaY3ub0NkyTj1V6HfLGsY8PjWr+U6wcmEDBCgvnplN967LAkP7MobCi5JuHlLu0o3GDni2W94i/+Ux/75hOS/AyjDUu71ZllM5c0te4kDo8XNZIvaW3CN4VTTUkrBqlVZBhhPplJTzx/svLfzw2M6snDw+rKedq8nCB7q4QZRGFPlv6RvKRgiisZ0E0X9kismWFE+U1TNQoY9Z0Y1erFyd4bJIVZ7QzwwyfH5Jy0YRmvCUxgJ4vE8vdjTs8N+HdT+0fylbK01Ql/M9qOwg3dv//8sHYfHtJnv/e0JOnZ40xIS6paTa/DN1BJzzCaakpaoew3OMoRMMI88jyrTBaSpAMDo3rqyJC2r1lC2VMLhdezgwN+uVPfCf/v3vGRPOPCWyCcVlmsWZI2RjZFE9UrSXvm6LCeOTaiF5+5sgVn1X4ypppT0io98HhNIIKdLBIr45mKZaf+YT+raH//iA4GmzLuUCRP+N4mXMMlnf44z2PD41qzhPVMolpNr8OAUdLTzqeaklYohgEj3rRj/mQ9T+PFie7rBwdG9czREZ21miEBrZQJAkYHgoDRseFxjRdL6jsxqnUJD5YnURAvqlki3Tc4SjZFE3l1ehs+tH9AknTdOaubfEbtqd6UtEODwdRAXhOIIGCExMplPBVLTseDVO+yk3Y9e0JS8t+MtqPwbnhYVpgPRlAdH85rJQHARPKbXjsNjxcrm5AjJ/31TXyGkSeVG0xJC+9kk2GE+dSV83+/zKQtK3r07PERHT45pg1MfGqpsGfv0eHxSv+cp4+M6ORYUet5I9Z09TKMhseLGhorkk3RRF6dzJb+YX8vv47ywKbw6vQwCrMheU0gip0sEiubMeVLZR0bzmvzCv8P25cf2K/uXEYrFxFgSJowhf9YkDE2HjTeG8mXtHIxKfxJFN7B+tS3duumv7xPzrnUlKSFwbB68kHWR5ayIMyj7qBR7+LOrDav6NZPnxtUsewYEd5i4VSufLGsS7cskyTdt+eYJGkDb8SarjIlzTnd+/hhPXpwUNLEhDSyKZqnXnbu8ZFxdecy6unItuCs2o8/lOT044cGR9XbldWiTtYBEwgYIbE6Mp4KpbL6R8Z16eblkvzN2duv3lbZHCA5wiULM4wk6eeH/GauK+n5kEjhFI6nj47oyNC4njk2oudPjmlRR0aLE74ZmaqHERlGaIbuDj9gtKQzq43LunUwHBGe8IBs0nmRseA7zlghSfrO7iOSGN/eCpWAUamst33pIb3qf/9Ao/kS/VpaoN7AiP7hPDcHm6jelLS+E2So4nTsZJFYuYwn56SxQlnnrl9SOX7duWtaeFaIy2yiJC3Mynh4/wlJImMsoTJmKpZc5S7uj/cP6MjJ8cRnF0m1+zNFFUo0vcb86wqmRy7uympTZCoaZU+tFW04vml5t9Yv7dJ/Pd2vrGc6d11vC8+sPYUBo9HCRErF00eHK6XSBPGaJ2OmWvdajo3QfqCZag0lkZgaiNrYySKxom/EertyeuVF6yVJF2xY2qpTwixES9JefKZ/R/YHe45KklbT9DqRPE8qO6e+IGD08P4BHT45looeY/U2W6EwYJSl6TXmUVeYYdSVq5om+YI1i1t1StBExqwkLe3O6S1XbZUkXXvOGi3tybXmpNpYGDA6eOJU5djRoXH1nRiTWfJLpJPE81Tz2tk/PE42eRP5WdKnHz80OEZJM06T7JoAtLXo9KGejoz+/HWX6KOvvkAdWeKgSRRusMeLZW1Z0aM9vcP60T5/asaZTPxJpKznqX94TCP5kiQ/w2isWNJlW5a3+Mxmz+/PVP/xQjAGpoMMI8yj7qDp9eLOrK7ZPjFdqDPIPEJrRG9oLe3O6dUXb9C156zRxuW8EWuFMGv5ueOjlWNHhsZ0aHBUqxZ3sm9sIs9qZ+f2D+d1/nqy75rF72FUvQ5jhZKOj+S1gQwjTELACIkV3ZD1dGTVkfXIREmw6IattyunCzYs1eGTR7RhaZeWdHFHNok8z/R80CNi47JuPXNsRJJ044XJ34xkvNojmkNFStLQBF25MMMoq+WLOvShV56nrSsJsLfaokjj3t5u//p1zrol9Z6OeRZmMB8YmMgwOnJyXIcGx3hz3GS1BkY459Q/Mq5V7OGbplYPI3p6oR52skis6BuxRZ3cTU26no6JNVzSldWFG/3SwmhfDiRLxqSh8aIk6bIzlqtUdiqVXSoaKk45JY2SNDRBd26iJE2S3nb1mbr+/LWtPCVI6onsSZZ2c8Oj1cIMo/AGRtYzHR0e14GB0VRcj5Kk1sCIwdGCCiWn1fQwahqrMa0u7DdJDzxMRsAIiTW5JA3JFt4pl/w7sje+cJ22rVqkj7zm/BaeFWYjOq3wsmC0tCRdd07yG9NPOSWtxJQ0zL/w94vs2oUlOgWyt4tk/lYLm5CP5Evqynk6Z90SPd53Uvv7R7Sdfl9N5ZekVR8Lp+OSYdQ8YfPxnzw7oN+/a5eKpbL6goDqBjKMMAlXMSRWtISpp4Nf5aSLrmFvV07nruvVd953betOCLMWHS29MxgtvWpxp7asTH7W2PSnpJFhhPkzkvcz+NbwRmtBid7E6iXDaEHIeqZi2WnV4k5dumWZvnz/s5KksykVbKqMp9MyW44OBwGjxTS9bpaw+fif/dsTuv+Z47rp0o2VDKN1lGliEm59IrGqexiRYZR01RtsAoBpEM0wOnf9Ev3Nb+zQvb9/TQvPaO5kpjkljQwjzKeTo37AiDdaC0s0w4i/AQtDeD1atbhTL9q6onL83HU0Wm6maO+cf/7JQT3ed1LHhvOSRElaE4VZ0ltW+Dfw/vPJo+obHNPKRR1VGf+ARIYREizrRUvS+FVOuu5oSRpNrlMhLANY2p1TLuPphgvWtfiM5o7VSKuPKlCShiYYGitI4m/mQsOeZOEJA0arl3Tq2khZ9FlMYW0qCwIVP9p3XL971y6dt75XN+/YJMkP5qE5wml1p4IptgdPjGq0UKJ/EWriiobEymVpep0m1U2vefOTBpmgJG1lCrMfaqXVR1GShmbYtLxHD+w9rjW9bPIXEvYkC080w2hpd05/9JoLtGFZt8z4G91MmaDZ8kP7BiRJg6fyOjY8rqxnNIhvIj/TSzpxyr/p0Dc4prF8KRUtAzD3CBghsToid+67smzOki56R5byinSobNAXpe+u4VRT0mh6jWb4HzddoFdfvF4voHHvgtJNSceCtTrYX9x61dbWnkibynh+wKg/6Ft0dHhchwbHtGpxZyUrGfPPzL/pdXzELwfsOzGq0XxJV561ssVnhoWIgBESK/pGjItM8nXlJtZzeQ8BozQIs8bSmGHkmck1CBjlgwyjLBlGmEeLOrNV5TVYGMhaWXiGxoJ+XzSIbykzyTmpPwhUFEpODz87oFVL0rdPWMgywR7mxCl/HcJJdWdx8wE1cOsTiUWpR7pEN9gEANNhc9BMMY1ZNuFd0nrCkrSOFP7bAUwPcaOFhz45rRUOjAgDRpK0v/8U69JkXrAOA6cKOjPSx+uctUwNxOnYySKx0vgmFEiTTcu7JUkj48UWn8nc86xxwCgsScvydwpoS19/70t03/tf1urTQGB5j98fZzUZRi0VLUl74callePrGeXeVJ5nyhfLGi2U9MoXrld3LiPPpHPWETDC6ShJQ2IRMAIWthVBaWEmhRlj/kja+o/naXoNtLWLNi1r9Skg4oyVizRw6gQTBVvM88wvSRvO66XbV+mRg4OSpJedu7bFZ9ZePJNOBmWaKxZ16Afvv07FsqPxOGoiYITE4o1Y+nzi1y7ShmXdrT4NzJEXn7lS77r2LN165dZWn8qcm/aUNI/ANgC02l+98TJ9+f792k6PlpbyTCo5pxOjea1Y1KEPvfI87T02ol84e3WrT62tRLOkF3dmtZKSQDRAwAiJFWYYdWR5Q5YWN+/c3OpTwBzKeKb3v+LcVp/GvPCmMSUt4xn9uABgAdi4rDu116MkyQSBilLZaUlnVm+7+sxWn1JbimZ+LyHrDlPgnTYSK5w+tKSTuCeA5sqYqTxFhhFZkAAATIjeROml/Kllog35l3TxPgqNETBCYmWDUo8dZyxv8ZkAaDcZz1RukGFUKDnK0QAAiPAsGjAiUNEqGYtmGLEOaIzfECTW6iWduvPtV+jizUunfjIAzKGw6bVzTlZjdnahVFaOclkAACqipVA0IG+daKbXYio1MAV+Q5BoV561stWnAKANhXdJy06qVXlGSRoAANWqM4wIGLWKZ/QwwvRx+xMAgBkKeu7XnZRWKLlK2SwAAJi4dkpkGLWSRw8jzAC7WQAAZihM567Xx6hQKjPBEQCAiOiNFAIVrROWBuYypk72KpgCvyEAAMxQ2DCyXoZRsVxW1qMkDQCA0LKeiayipZSktUzYe3FxZ7ZmH0YgioARAAAzlJkiwyhfdMpluMQCABBa3tNR+XwRzZZbJryh1dPBGmBq7GYBAJihStPrcu3HaXoNAEC1aIYRWifM7irW28QAEQSMAACYobDarFQnw6hYLpNhBABARDTDCK2zcrG/DvkiASNMjd0sAAAzFJak1Z2SRkkaAABVli8iYLQQrFhEwAjTx24WAIAZmnJKWrmsLCVpAABU9DIZbUFYtbhTkpQvETDC1HjVAgAwQ1NNSSuUyuogwwgAgAoz0w0XrNUvnb+u1afS1lYGGUaFUu09DBBFwAgAgBmaMsOo6MgwAgBgkr/5jZ2tPoW2tyzoJbXjjOUtPhMkAQEjAABmKDPVlDSaXgMAgAUo45n+9bdfqs0relp9KkiAWe9mzey3zWy3mT1mZh+PHP+Ame0JHrshcnyHmT0SPPZpM+MWLAAgUSpNr+tlGFGSBgAAFqgLNy7V0u5cq08DCTCrDCMzu07STZIucs6Nm9ma4Pj5km6RdIGkDZLuNbOznXMlSZ+RdJuk+yV9Q9IrJH1zNucBAEAzhbc6Gk1JoyQNAAAASTbb25/vkvQx59y4JDnnjgTHb5L0FefcuHNur6Q9ki43s/WSep1zP3TOOUlfkvTaWZ4DAABNlZmih1GRkjQAAAAk3Gx3s2dLutrMHjCz75nZi4LjGyU9F3negeDYxuDzyccBAEiMqaak5YsEjAAAAJBsU5akmdm9kmrNPvxg8PXLJV0h6UWS7jazMyXVysN3DY7X+9m3yS9f05YtW6Y6VQAAmmKqKWnFslOOkjQAAAAk2JQBI+fc9fUeM7N3SfpaUF72oJmVJa2Snzm0OfLUTZL6guObahyv97PvkHSHJO3cubNuYAkAgGaackpaiQwjAAAAJNtsd7P/LOllkmRmZ0vqkHRM0tcl3WJmnWa2TdJ2SQ865w5JGjKzK4LpaG+WdM8szwEAgKZqNCXNOadCySlLwAgAAAAJNqspaZI+L+nzZvaopLykW4Nso8fM7G5Jj0sqSnpPMCFN8htlf0FSt/zpaExIAwAkSqMpacXgWAclaQAAAEiwWQWMnHN5SW+q89jtkm6vcfwhSRfO5ucCANBKjaakFUp+nRoZRgAAAEgydrMAAMxQoylphZJ/jB5GAAAASDJ2swAAzFCjKWlhhhFT0gAAAJBkBIwAAJihSklajSlpEwEjLrEAAABILnazAADMkGf1p6QVKUkDAABACrCbBQBghoIEI5Vr9DDKU5IGAACAFCBgBADADIUlabWaXpNhBAAAgDRgNwsAwAw1KkkLexhlPTKMAAAAkFwEjAAAmKEww8jVCBiNFUqSpK5cpqnnBAAAAMwlAkYAAMzQREna6Y+NBgGj7g4CRgAAAEguAkYAAMxQo5K00XwQMCLDCAAAAAlGwAgAgBkKM4xqTUkjwwgAAABpQMAIAIAZCvtZ15qSRoYRAAAA0oCAEQAAM9SwJK1AwAgAAADJR8AIAIAZajQljZI0AAAApAEBIwAAZqjhlLR8SWZSZ5ZLLAAAAJKL3SwAADM01ZS07lxGFjwHAAAASCICRgAAzNBUU9LoXwQAAICkI2AEAMAMNZySViipi4ARAAAAEo6AEQAAM+SFGUZ1StJ6aHgNAACAhCNgBADADGWsdsAoXyxr9/ND6u3OteK0AAAAgDlDwAgAgBmqNyXtR/uO65ljI3rLVVubf1IAAADAHCJgBADADHl1Mox2Pz8kSbryrJVNPycAAABgLhEwAgBghiYyjKoDRk8eHtKKRR1atbizFacFAAAAzBkCRgAAzFC9KWn7+09p26pFLTgjAAAAYG4RMAIAYIbMTGanl6SdGC1oeQ8NrwEAAJB8BIwAAIghY3ZahtHJ0QIT0gAAAJAKBIwAAIjB80yT4kU6cSqvZd0drTkhAAAAYA4RMAIAIIaMWVVJWqFU1ki+pKVkGAEAACAFCBgBABBDxqsuSRscLUiSltHDCAAAAClAwAgAgBg8U82AERlGAAAASAMCRgAAxOD3MCJgBAAAgHQiYAQAQAyTp6SN5UuSpO6OTKtOCQAAAJgzBIwAAIhh8pS08VJZktSR5dIKAACA5GNXCwBADBkzlSMRo/GCHzDqJGAEAACAFGBXCwBADBnPVIr0MMqXCBgBAAAgPdjVAgAQg+dpUoaR38OoM0sPIwAAACQfASMAAGLwjAwjAAAApBe7WgAAYpg8JS3sYUTTawAAAKQBu1oAAGLwPJOLTkkrhhlGlKQBAAAg+QgYAQAQw+QMo3yRDCMAAACkB7taAABi8CZNSRsvlpT1TBnPWnhWAAAAwNwgYAQAQAyZSVPS8sUy2UUAAABIDXa2AADEMHlK2nixzIQ0AAAApAY7WwAAYvBq9DCi4TUAAADSgoARAAAxZE6bklaiJA0AAACpwc4WAIAYTpuSVqIkDQAAAOnBzhYAgBg8T9U9jAo0vQYAAEB6sLMFACCGjGdVU9LGmZIGAACAFGFnCwBADJOnpOVLZXVkuKwCAAAgHdjZAgAQg2fVGUbFUlk5AkYAAABICXa2AADEkPFMkXiRimWnbMZad0IAAADAHCJgBABADN6kKWmFklPW47IKAACAdGBnCwBADBlPKrvqkrSsR4YRAAAA0oGAEQAAMWS86gyjEiVpAAAASBECRgAAxDB5SlqhTNNrAAAApAc7WwAAYjh9SpqjJA0AAACpQcAIAIAYJk9JK5ScsmQYAQAAICXY2QIAEMPkKWnFclk5ehgBAAAgJQgYAQAQw+lT0pyyHpdVAAAApAM7WwAAYpg8Ja1QIsMIAAAA6UHACACAGDyz6gyjslOWgBEAAABSgoARAAAxRHsYOedUKlOSBgAAgPRgZwsAQAzRKWmFkv8JJWkAAABICwJGAADE4JmpHESMiuWyJCmb4bIKAACAdGBnCwBADBlPKgU9jMIMo6xHhhEAAADSgYARAAAxeJEpacWSn2GUI8MIAAAAKTGrna2Z3WVmu4KPfWa2K/LYB8xsj5ntNrMbIsd3mNkjwWOfNjNuxwIAEicTmZIWBo6YkgYAAIC0yM7mi51zrw8/N7NPSRoMPj9f0i2SLpC0QdK9Zna2c64k6TOSbpN0v6RvSHqFpG/O5jwAAGi26JS0QpmSNAAAAKTLnOTOB1lCr5N0Z3DoJklfcc6NO+f2Stoj6XIzWy+p1zn3Q+eck/QlSa+di3MAAKCZvMiUtLAkLetRkgYAAIB0mKud7dWSDjvnngr+e6Ok5yKPHwiObQw+n3wcAIBEyQQV1eWym2h6TUkaAAAAUmLKkjQzu1fSuhoPfdA5d0/w+Rs0kV0kSbV2zK7B8Xo/+zb55WvasmXLVKcKAEDThP2tS86pWKbpNQAAANJlyoCRc+76Ro+bWVbSr0jaETl8QNLmyH9vktQXHN9U43i9n32HpDskaefOnXUDSwAANJsX9CsqlZ2KJXoYAQAAIF3m4lbo9ZKecM5FS82+LukWM+s0s22Stkt60Dl3SNKQmV0R9D16s6R7Tv+WAAAsbJWSNOdUKJFhBAAAgHSZ1ZS0wC2qLkeTc+4xM7tb0uOSipLeE0xIk6R3SfqCpG7509GYkAYASJxMNMOoTA8jAAAApMusA0bOubfUOX67pNtrHH9I0oWz/bkAALSSVZpeq5JhxJQ0AAAApAU7WwAAYgiTicpuoodRjgwjAAAApAQBIwAAYqiUpEWmpGXpYQQAAICUYGcLAEAM4ZS0ctmpwJQ0AAAApAwBIwAAYginpJWqStK4rAIAACAd2NkCABCDVzUlLSxJI8MIAAAA6UDACACAGLzIlLRKhhFT0gAAAJAS7GwBAIghrD4rOzKMAAAAkD4EjAAAiMGL9DCi6TU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     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_csv(\"../../datasets/keogh/e0509m.csv\", header=None, names=[\"value\"])\n",
    "df.index.name = \"timestamp\"\n",
    "df.iloc[8000:10000,:].plot()\n",
    "plt.vlines([8712, 8960], ymin=np.min(df[\"value\"]), ymax=np.max(df[\"value\"]), color=\"orange\")\n",
    "print(len(df[\"value\"]), np.min(df[\"value\"]), np.max(df[\"value\"]))\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### qtdbSel100MLII.txt\n",
    "\n",
    "- use first 3000 points for training\n",
    "- use everything for testing\n",
    "- anomaly around 13700"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "outputs": [
    {
     "data": {
      "text/plain": "<AxesSubplot:>"
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1440x720 with 1 Axes>",
      "image/png": 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RYQRMSDInw8gvSeNBCnHjeVaOkerIMEJEeTklaR7nOGIof1JglQ8GkULACKghfu+JkaRHlgQwAZ6X7WFk0h9ZTCBuXGszGUYETBFFyZz+LZzjiKNMWWbC4TkHoSJgBNSQ3J3h4SRlacB4XM9mMoskpRfMVTwgoAqslRy/hxENgRFBXu5imVMcMeQ3uq5jYwAhI2AE1JDcrKKhUcrSgPF4Nj9g5BimpCF+PJsuSaMZKiIqU47DYhkx5Q9QbqhzxL4AwkTACKghuQtdGl8D40t6hQEj+lsgflzPL0lz6GGESMotSSNehDjy1wgJx2SyjYAwEDACaojrEjACToS/UPY5ht1nxI9nUz286hwyjBBNmabXdQ5ZpIglf7hBgucchIyAEVBDcneGBwkYAeMqLElLjRWv4gEBVWCtVcJJnf9JjwsA0ZPJMKIkDTHlpp93jOE5B+EiYATUEDfnQZ8eRsD4ku7YHkYsJhA3XnpKGhlGiCqvoCSNkhzEjZeZhsn5j3ARMAJqSG4Tu2EyjIBxedYqkVuSxu4zYsj1lF5IGHoYIZL8MrS6ROr9nrd5xI2XLsGn9B5hI2AE1JDcDKNRHvqBcbkFTa+p7UccWWvlOCLDCJHln9cNidTShj5GiBvXS5UdO4b3eYSLgBFQQ5I5KUYseoHxuTaVVeSjth9xlC1VcPLuI0BUuDklaRLPSIif1Pt86pmH0x9hImAE1JDcHQPqk4HxuZ6nurym11w7iB/Pih5GiDS/1JKSNMSVn1HtGDLsEC4CRkANSXpWfjsW7gXA+PzeLT5StRFHrk3dOxIJpqQhmjwyjBBz/pQ0Su8RNgJGQA3xrM15GKrywQA1wPNS48R9jjHsvCF2bLr5OxlGiCr/fb0+nWHEaY64sdbKGCNjjNgXQJgIGAE1JOnaTENHdg+A8bnWqs7J3uoch+w8xI/HlDREXGEPIwKjiBvXS20MOIY1AsJFwAioIa5nM7tn9GEBxud6Nq/pdYKSNMSQX5JGhhGiqjBgxDMS4safkpZwKElDuAgYATUk6XmqoyQNmLDUjlv2c4cHKcSQzZ2Sxs0DEZQNGFGShnjyrJXjpKbBcv4jTASMgBriWlGSBpyAwgwjh2aQiCHPpnaeyTBCVBVmGPE+j7jJK0njfR4hImAE1BDX89g9A06AZ63qCkrSaAaJuPGslWNSQaOkywWA6PGbXtcRMEJMpTKMKElD+AgYATUk6Vrq84ETkPRSY2Z9xogpaYgd10tNzyHDCFHluqnzusHfVCMuipjx0qXHDr0aETICRkANcT3L7hlwAjwv9QDlSziGYCtix6ZL0hIJpqQhmsgwQtxlS9IM02ARKgJGQA1xPcvuGXACXJufYcTOG+LIL0kjwwhRlcqiU+b9noAR4sb1UoM9HMP5j3ARMAJqiGstDR2BE+AWlKQ5jpHLpYOY8WyqJC1hUhlGZNkhalwv1a/OzyjlFEfceNYq4fjPOVwACA8BI6CG5PcwqvLBADXAT9H2OYb+X4gfz0ud+/7EQC4BRI2b6d+S/pxMOsRMbkkapz/CRMAIqCGpHkakWwMTVZhhlKAkDTHkpUszM9kXVT4eIGyumzrHKUlDXPmZpGyMIWwEjIAakvRyMoyqfCxALfDHzPocxs0ihvzpOSbncyBK/H51xvgBoyofEFBhuRsDbIwhTASMgBriWat6MoyACfP7WvgcQ8N4xI9rldp5piQNEeVnk/pv92RYIG4yJWkOJWkIFwEjoIYkXS+n6XWVDwaY5Ky18qwyZThSaoIOwVbEjU1PSfMvBa4BRE1u/xaJZyTEj+dJjqNM0NTjIkBICBgBNcT1rBoyTa+5EQCl+CnZeVPSDNNDED+eTS2m/aI0LgFETbYcJ/U5JTmIG78sM2GoREC4CBgBNSSZ2/SahyGgJD8wVBgw4tJB3HieMs1QJcnSBQ8Rk3TzG7uzWEbc+L3qHIcsO4SLgBFQQ9ycptfcCIDS/F5FiTE9jLh4EC9euiSNch1ElVs4CZBzHDHjeenhBpQeI2QEjIAa4trcgBE3AqCUZDpilCjoYUSpAuLGy0yQyn4ORInnN71Or2w4xxE3lKShXAgYATXC86yslRrq/B5GVT4gYJLzM4ycnAwjY2h6jfjxm78bsi8QUcl002vDYhkx5Xqp93kySRE2AkZAjUim3/nrEzwMAROR6WGUjRcpQcAIMeRZK2PEyHFElmfpYYR4S2XZZadhkk2NsBAwAmqE/8Zf59DDCJiITElaInurSzg0vUb8ZHpb+J9zDSBi/KbXCbIrEFOZkjTHzyTlIkA4CBgBNcLPlvBL0tg9A0rLNL02uSVpNL1G/HhW6f4uLCQQTdkMo/TnvM8jZlKZpNksOzKMEBYCRkCNcN38kjQe+IHSMiVpOXe6VIYR1w7ixS9JM2RfIKJcz2/szjmOePLSfbz8jQGuAYSFgBFQI/zyGkrSgInxd5gTTvZW5xiTCSQBcVFYksaGA6ImmT7HHSYBIqbcgiw73ucRFgJGQI1waXoNnJCkNzbDyDEmU6oGxEVqSpoypQrcPRA1nrWqy+nfwjMS4sYrmJLG5hjCQsAIqBH+4rcuvfrlPgCU5gdZnZweRo5hIYH4GdPfhWsAEZN0rRxK0hBjbnpKGo3fETYCRkCNyE5JMzKGVFNgPF6mh1E2YJRwDI0gETueTfUvMib7ORAlnk33byEoipjyNwYMjd8RMgJGQI3IBIwSqXRT7gNAablBVp/jcO0gfjxr5eQ0vWbDAVHjejbzfCRxjiN+CqekETRFWAgYATUimdPAl7IaYHyUpAEp2ewLfzFd5QMCQuZmml77I8WrfEBAhbnpKWkJpqQhZASMgBrhL34TJlWjz40AKC1zzeSWpBlDwAix43mpnWf/SuAaQNS46abX/lBMznHETaqHUbYkjfJ7hIWAEVAjche/Dj2MgHH5E0KcnICRMfQwQvxYm56e42Q/B6LEb3pNSRriyku/z/ubZFwDCAsBI6BG5PZjcciSAMblBfQwSjiGxTJix033MKK3BaKqsOySfQHEjT8ljWsAYSNgBNSIpJcqyE/Q9BqYkGROGafPMaRpI3786TnZz6t4MEAZuJ5NPx9lPwfixLN+ll3qc64BhIWAEVAj8nsYsUMMjMfPMHLGTEnj2kG8eFZ503MkrgFEi9/w15BFh5hKTcNkShrCR8AIqBHJgpI07gNAaX4Po9zMCso5EUeeV1iSVuUDAkLmN73O9m+p8gEBFeYHTZmGibARMAJqRG62BKPBgfEVm5JGmjbixt959hOMuH8gajzPz6JLf845jhix1qaaXudMCnS5BhASAkZAjcjNliBLAhifG9TDyKH/F+Ins5BIXwrcPhA1NPxFnPnne4KSNJQBASOgRvg3AyfTw6i6xwNMdkEZRpndZy4gxIQ/Wtkxor8LImtMFh3v8YgRL7OpnBM05RpASAgYATXCK3jo53kfKC17zeSXpOV+DYg6P3DqGKNMy2tOf0SMn0XnbxDwHo848d/njcm9Bqp5RIgSAkZAjbA5i1/HZD8HECyTol0wJU2ith/xkXsd0AwVUWUtjd0RX15O2wp61SFsBIyAGuF5qY/+yExuBEBp2cyK7GssmBE3/r3CGGWaoXL/QNTQ2B1xltuzkZI0hI2AEVAj8h76DY17gfFkStICehgxKQ1x4a+bUyVplOsgmjyb3VCTyMJGvGQ2lR1K0hA+AkZAjRjb9Jo7AVBK7kLZl6AkDTHj5vW/S73G2Y+o8azNbKhJbAogXjKTlE3OcA+ecxASAkZAjcj0MEpPQOA+AJSW2yje50+Jsl41jgioPC+v/x3ZF4gmm84wStDDCDGU38OIjTGEi4ARUCPcvId+dg6A8eROh/Il/JI0rh/EhM3pf5ft71K94wHKwUs3vTb06UIMeblT0tgYQMgIGAE1IrckjR5GwPgyJWnO2JI0FhOIi9ySNJq+I6r8ptec44gjNyfDKFuWWc0jQpQQMAJqhC3oQ8GCFyitVEka00MQF7nN35kghajyvNT7u0MWKWIou6nMNEyEj4ARUCMK+1CQagqUlpuV52N6COIm997BlDRElWetEk72/Z5zHHHieflrBImSNISHgBFQI7ycPhSOMZnPAQTzd5hz4kXsPiN2bF45s/9i1Q4HKAtK0hBnHiVpKCMCRkCN8HIWv5SkAePzd9cSOREjh5I0xEy2+Xu2nxenP6LGs/klabzHI05yM6oTlKQhZASMgBqR28DX0PQaGJcXMCWNcgXETV4Po4LXgCjI7fGYfY+v5hEBlZW/qcxzDsJFwAioEfmTbqhNBsZTqoeRy2oCMZFbkuYvJDj7ESVe3jme+jNlx4gTW9DnVCJghPAQMAJqxJim11U+HmCyy+y45dzpslOiqnBAQBV4BZsNua8BUZB7jvtlaWyqIU7yStIypfdVPCBESigBI2PMt4wxncaYjTmvzTDG/M4Ysy39cXrO1z5sjNlujNlqjLk+jGMAoi73ZuDQwwgYV26Q1Zedksb1g3hwc0ozMxlGnP+IkGw5Tur8dozhPR6xkh80Tb1Glh3CElaG0Xck3VDw2ock3WGtXSHpjvTnMsacK+n1ks5L/8yXjTGJkI4DiCxbsINGhgRQmn+N5Da9TpCqjZjJbDY42YbAnP6IktyyS/8jz0iIEz+byBiT2RhjYwBhCSVgZK29V1JXwcuvkPTd9J+/K+mVOa//2Fo7bK3dKWm7pMvCOA4gynIb+JJuDYwvtwmkz9+BpocR4iJvs0E0BEb05GZXSOlJspzkiBGPxu8oo3L2MJprrT0gSemPc9KvL5TUkfN9e9OvASghvySNdGtgPIW7zpJydt6qcURA5bk2tyQt9Rr3D0SJWzARk2ckxI3NWyOk/szGGMJSjabXJuC1wDPaGPNnxpjHjTGPHz58uMyHBUxuuQ18HWNoZgeMI7uIyL7GgxTixr9X5O48s5ZGlOSWXUqpjQHe4hEnmY0BJ3sdUImAsJQzYHTIGDNfktIfO9Ov75W0OOf7FknaH/QLrLVfs9ZeYq29ZPbs2WU8VGDyyx+NzA4xMB7/GknkRIwcml4jZryADCMWEogSG1SSxjmOGCmcpJx6rZpHhCgpZ8Dol5Lemv7zWyXdkvP6640xjcaY0yWtkPRoGY8DiAS3oD6ZZyGgNP9hyeSUpDk0vUbM5JcqpHeeq3g8QNhyS/b9j7zFI05sXsAo9RqZ1AhLXRi/xBjzI0kvkDTLGLNX0sckfVrSTcaYt0vaI+m1kmSt3WSMuUnSZklJSe+21rphHAcQZXm7B4406nIjAEqx1uaVo0nZKWkuJZ2IibxSBXoYIYIKm147hsUy4iU3aOoPN+AKQFhCCRhZa99Q5EvXFvn+T0r6ZBh/NxAXhbvEPPADpbmezWt4LbFgRvwElaSxlkaUZCdi5vYw4iRHfHg5PRtNun6I0mOEpRpNrwGchLybgaGhIzAez2Z7FvnqEqnbXpIMPcSEzQsY0QwV0VM4EZNnJMRNbgm+/9TD2zzCQsAIqBFeXoYRD/zAeIJK0hrqUre9EZdKaMSDV5CdKrGQQLQElaTxjIQ4sQV9TiXJUpSGkBAwAmpENuVaMqKkABiPZ8eWpDX6AaMkTYwQD25udmr6Ncp1ECVBTa85xxEnmWvAofQY4SNgBNQIa20qWJTeJWbnACjN9TQmYORnGA0TMEJMZLIvHDKMEE1+yb7JZBgZBhsgVrygDCPe5xESAkZAjfBsQX0+D0NASV5ASZqfYTQ8ygWEeMjt72Jo+o4Iym3sLqUmAlKShjgpbPye+xpwqggYATXCzVn8OoYbATAea+2YpteZDCO2nxETeSVp6cuB2weixC+9STiUpCGecoOmhZnVwKkiYATUiNx+LI4xPPAD48jNyvM11iUkScOjNL1GPOTuPNMMFVGU2+NR8gNGVTwgoML8qoPcjQGPiwAhIWAE1Ahr89Ot2T0DSnNLlKSNkGGEmLA52Rf+PYR1BKLEFpSkGZN6/wfiIijDiCsAYSFgBNQIz8sufg3p1sC4bMCUtIYEPYwQL7nNUOlhhCgKmpJGDyPESe41wDRMhI2AEVAjcstrKEkDxucFTElzHKOGhEOGEWIj28PI0MMIkZQbFPU/co4jTjJZdg696hA+AkZAjfCszanPZ+cAGE/QlDQp1fiaDCPERe7Oc3bcMvcPRIffv8WfEGVEFjbiJS/DiPd5hIyAEVAjcic+0dARGJ9n80fM+hrrHI24NL1GPOTtPKdf4/6BKCnMMDJkGCFmArPsqng8iBYCRkCNcHP6sRgyjIBxedbKCbjLkWGEOCHDCFFnC3oYGTbVEDO50zD9j6wTEBYCRkCNoIcRcGI8a5UokmE0nCRghHhwc3aemZKGKHJzsugkP8uCkxzxURg0pY8XwkTACKgRNqcfCz2MgPHlBllzNdQ5GiFghJjIGznOlDREUO5IccnPwq7mEQGVNaYsU2TZITwEjIAakTvxiYaOwPhyG8XnaqxLaDhJDyPEQ+5iOqgJPFDrbEHAKJWFzTMS4sMbU5YpWbLsEBICRkCNyJ345DjsngHj8TwbmGGUanpNhhHiwT/Vc3sYseGAKBmzWBbPSIgXz/N7GCnzkbd5hIWAEVAjcic+GXoYAePyrFUiIKWCpteIk2wz1OxigsU0osRfLGenpBlyKxAr/vu8/8xjRJYdwkPACKgRNmfiU6qZHTcCoJTcIGsuMowQJzZnIZGdklbNIwLC5QdATW45Dic5YqQwy86hjxdCRMAIqBGpkrRsfT4lBUBpuY3ic5FhhDjJXUgYml4jgmxBw18mySJucjNJUx+5BhAeAkZAjXCtCgJGVT4gYJJzi/YwSpBhhNhwc8p1jPwMI24giI5MUNTJ7WHEOY74KGz8TtNrhImAEVAjcptep0bGciMASvFsdgGRK5VhxJQ0xENmIeFkp6Rx+0CUFI4UJ8MIcRPU+J1rAGEhYATUCFtQksaNACjNK1KS1ljnaDhJhhHiIXchkZ2SVsUDAkLmZspx/F01NtUQL2OCpg5NrxEeAkZAjfC8wmZ23AiAUmxOGWeuhjpHIwSMEBO5Cwl6GCGKCstxHCOKcRArYxq/i40BhIeAEVAjPGszD/s0vQbGl+phNPb1xroEGUaIDb+HkTEms5jg7oEo8dJv54nMYpnsCsRLYON33ukREgJGQI3wbG4zO5peA+PJnSyYq7HO0YjrsaBALPinecLJyb7g3EeEFE6Ichz6tyBevICm16wTEBYCRkCNsNbKSV+xPPAD4ytVkiaJLCPEQmFvC0OGKiJmbMNfznHEiz/4NXdjmUsAYSFgBNQIt6DpNTsHQGleTpA1V2M6YDTiEjBC9LlB/V24fyBCspMAU5+TXYG48QqvAbGxjPAQMAJqhGezzexoeg2Mzy1RkiZJw6MEjBB9/q3C5GUYVe94gLAVZhil+rcA8TG28TsZRggPASOgRlhrlfDXvtwIgHF5RUrSGusSksgwQjx46dV0Imd6DjvPiJKxZZec44iXMWWZbCwjRASMgBrh5ZWkpV7jgQgoztrgKWmZHkajboWPCKg8si8Qddmm12RXIJ4Kg6a8zyNMBIyAGuF5+Q/8EjX6QCmlpqRJNL1GPLiZxXTqc8dks46AKLCF2RUiuwLx4mVKj03Oa1wDCAcBI6BGeNbmPfD7rwEI5nn5D0++xvp002sCRogBP9POZEoV6GGEaHG9sZMAeTxCnBRmVDuORIoRwkLACKgRuSPCTSbDiLsBUIxXrCQtkephRIYR4qAw084YybKSQIR4BQ1/6d+CuBnzPi/DNYDQEDACakTuiHD/psC9ACjOs1aJgIiR38OIDCPEQWHzd/q7IGoyJWlOfp9HIC7Gvs+TYITwEDACaoQb0PSa3QOguGJT0rh+ECeely1nlsi+QPSMmZJGdgViJrdthUTpMcJFwAioEbmLX5peA+MrfIDy+a9x+SAOCjPtyDBC1IyZBOiQgY148byA0mMuAoSEgBFQI3Ib2hkyJIBxFT5AZfklnVw/iL7CTDsmSCFq/PPZkGGEmEq9z2c/NyJoivAQMAJqhJdXkpZe8NKCBSjKswrsYeSQYYQYcceUpFGqgGixAU2vOcURJ6k+pwWZpFwFCAkBI6BG5I4IpwcLML7iJWlkGCE+bMH0nNT9g3Mf0VFYkmYou0TM2MJMUpNaNwBhIGAE1IjcEeH+LgIBI6C4wgcon8n5OhB1hZl2LCQQNYVNrx36tyBmctcIUqoskwwjhIWAEVAjche/hqbXwLhcL/8Bypdpes31gxgoXEhQqoCo8Z+F/GcjI56PEC+eHdv0mmsAYSFgBNSIVH1y6s/ZDAnuBkAxhdOhfMZvel3pAwKqIFWamd/bgoUEosTzCjOMCIoiXjyrvPd5yjIRJgJGQI1wcx76M02vq3lAwCRX+ADly2YYcQUh+jxPShRcB5QzI0r88zmzQUDZJWLGjskklVglICwEjIAaYW32oZ+m18D4Ch+gxny9cocCVM2YkjRHnPyIlMKm10G964Ao87yApte8zyMkBIyAGpHX9JoeRsC43IKafp/DlDTESGGmXaokjXMf0eGfzyabYMQ5jlgJ7FXHNYCQEDACakRuQzv/ocgjYgQU5XnBASOaXiNOcvvfSTQERvTYzJS0bIYR7++IkzE9jMT7PMJDwAioEZ6nsT2MuBkAReVOFsyVCRhV+HiAavCszethlGoIDETHmJI0hwwjxMuYjQHe5xEiAkZAjcjtx+LfFHggAoorTNH2ZaakcfkgBjwb1NuCkx/R4WUyjPxXmASIeCncGDCGsnuEh4ARUCNyH/qzPYy4GQDFuNbKCYgYZTOMuH4QfZ5nlZtoZ+htgYjxg0PZLGyJHFLESeHGAGWZCBMBI6BGuDnppiYTMKriAQGTXOEDlM9/hYcpxIFX0PzdMZz7iJbCiZhMiELceLZgY0BsKiM8BIyAGmGtLdg9I90UKKVwEeHzryOuHsSBZ60STv7OMwsJRInrFQZFyaJDvNgxGwNkGCE8BIyAGuFZZeqTHTKMgHEVzTAi4IoYKZye478GRIVnlVd+zIQoxI3nFTzv0KsOISJgBNSI3Aa+/kduBkBxxZtep3D5IA48L/86YOcZUTO2JI0MI8RLYUmaY8iiRngIGAE1ItW4NHU3MDS9Bkqy1soGZFZIuSVpXD+IvjElaQ7ZdYiWwj5dhj5diJkx0zBF0BThIWAE1AgbMCWNewEQzC9HSARNSUt/5PpBHBSWpBnRwwjREjghqorHA1SazRmMI/kbA9U7HkQLASOgRuSW15ic1wCM5V8bwU2vUx+5fBAHhaWZlCogapgQhbgbk2XHxgBCRMAIqBG5TR39XQTuBUAw/0EpsCRNTElDfIwt1zE0BEak2MIMI4c+XYgXtzCTlI0BhIiAEVAj3JwdNHoYAaV5XuojU9IQd56XnbAp+f1dOPcRHYVZdGQYIW6stUoUNH5nYwBhIWAE1IjUzSC/hxE3AyCYv1hIBNzlKElDnIydnkP2BaIlKIuOUxxxUngNOEY85CA0BIyAGpHb1NEhQwIoKdvDiClpiLeghQTZF4iSMY3dyaJDzHhe4ZQ0NpURHgJGQI3ITbkmwwgozb82gnsYpbCeQByk+t9lP6cZKqLG8wIau3OKI0YCM0nZFENICBgBNcBaK5uzg+bfFHjoB4J53gSmpFXweIBqGVuuw2Ia0eJZq4STm11BUBTxUtj43ZhsL0fgVBEwAmqA/9zjjOlhxAMRECTbw6jElDQuH8SAV7CQoIcRombsOc6GAOLFszY/k5Q+XggRASOgBmT7sSj9kQUvUErJkrRMhhEXEKKvsFzH0MMIEVNYjiOCooiZMZmkoo8XwkPACKgB/uLXcfKbXvPQDwSzdvySNHqAIQ4Ky3Ucdp4RMYXlOAwGQdwEN36v4gEhUggYATXADwz59wJD02ugJLfUlDRlVhOVPCSgKoIWEmw2IEpyh4JIDAZB/NiAa4AsaoSFgBFQAzL9WGh6DUyIv1BIlCxJA6KvcCFhjGEhjUgp7GFkMq9zoiMe3IDhBrzPIywEjIAakClJK2h6zYoXCOZPSQuIF2UWE6wlEAeuZ8eW63DyI0LGjBR36POIePE8jdkYoCQTYSFgBNSAwpI0ehgBpRVOFszll+fwMIU4SE3Pye9hxM4zosQWZFf4eEZCXAQ3va7e8SBa6sr9FxhjdknqleRKSlprLzHGzJD0E0lLJe2S9DprbXe5jwWoVdZLffRvBn4PFh76gWCZHkYB2yKZDKPKHQ5QNYUNgY1YSCNaxmbRBaSWAhE2tvE7ww0QnkplGL3QWrvKWntJ+vMPSbrDWrtC0h3pzwEU4WUa+KY+z1Sk8dAPBPJKNL12DOUKiA83oIcR5z6ixLPKy6KjzyPiJpVJmv2c4QYIU7VK0l4h6bvpP39X0iurdBxATcgsfp3CptfVOiJgcrMlAkZiMYEYKSxVcFhIIGLGTojyX6/O8QCVlurjVZBhxPmPkFQiYGQl3W6MecIY82fp1+Zaaw9IUvrjnAocB1Cz3EwPo4Km1yScAoEKG8XnoloBcZJqhpqffcFCAlEydkqaX7bPiY54oPQY5VT2HkaSrrTW7jfGzJH0O2PMlon+YDrA9GeStGTJknIdHzDp+e/5iYKAERlGQLDCMs5cTElDnIzNvjCybDYgQrwxZZepj5zliIux1wAZRghP2TOMrLX70x87Jf1c0mWSDhlj5ktS+mNnkZ/9mrX2EmvtJbNnzy73oQKTVrEeRuweAMFcLz8rL1dmShrLCcSAO6YkjSlpiBbP5r/XZ97jvWodEVBZY7LsDH1OEZ6yBoyMMS3GmKn+nyVdJ2mjpF9Kemv6294q6ZZyHgdQ6wrLa6jPB0rLZOUFpBiRYYQ4KWwILHoYIWKK9jBiUwAxkephlP3cMWTYITzlLkmbK+nn6Uh/naQfWmtvM8Y8JukmY8zbJe2R9NoyHwdQ07xMtoT/CvX5QCklS9IoV0CMBJWkcfIjSgobu5vM69U5HqDSxvYwMqwREJqyBoystTskXRjw+lFJ15bz7waixBbJMAIQrFTTa/81nqUQB4WlCkxJQ9QUNnb3M+ooyUFcuF7BxoDDMw7CU4kpaQBOUSZbIn3FGkOGEVCKOyYrbyyuH8RB4UIiNT2naocDhK6wHIcMI8SNZ21BCT696hAeAkZADciW19DDCJgIf2c5sIcRGXqIEc/avB5GTElD1IwpSWOwAWKmsPF76i2f8x/hIGAE1AA/YGQyASM/w6hqhwRMaqVK0owoV0B8jOltYYw8pkchQjybvzlg2FRDzBT2qjOGNQLCQ8AIqAH+m36iYPFLSQ0QLBtkHfs1FhOIkzElaYxbRsSMnRBFnzrES2GWnWMM7/MIDQEjoAYUTnxysjNjAQTwJwsGZxilcPkgDsYuJDj3ES2Fjd2zPYw40xEPQdcAGUYICwEjoAb45QN+SRoPQ0Bpmay8wB5G7D4jPqxVXg8jxi0jagrLcTIZRlU6HqDSxjR+J8MIISJgBNSAMRlGPAwBJRVeM7n811g0Iw68wsW0w84zoqUwi87fVfM40RETY3vVsSmG8BAwAmqA/6ZfOCWNBS8QrLBRfC5DwBUx4gZMkOLWgSjxvMIJUWSRIl7GbAwYwzMOQkPACKgBmWwJ/4rNBIyqczzAZJfNMApIMfKxmkDEWWvH7jyLpteIlrGL5dRHy5IZMVGYZWfEpjLCQ8AIqAFuQbaEw5gnoCS/71fhZEGfofEvYqAwO9X/M+c+oiSoHEdiUw3xUZhlR0kawkTACKgBtiBbItv0ukoHBExy2ZK04K+nsiwqdzxANQT18nIMO8+IFtfabAa2ckvSOM8RD8ElaZz/CAcBI6AGZCY+FWQY8TAEBPMCMityGR6mEANuppw5v4cRzYARJakJUWPf6znNEReetflTYQ3nP8JDwAioAf7DvX8vIN0aKG1M368CDunaiIGgkjTKMRE11uaXH2fPd850xINnAxq/c/ojJASMgBrgB4b8mwFTnoDSxmt6bWQIuCLygkvSmJKGaCksx2FTDXFiA97naXqNMBEwAmpA4c0gMwGEmwEQyPVKB4xkmKCD6Au6DlhIIGoKJ0Rly/ardURA5QSV4DPcAGEiYATUgMzNwMnPMOKhHwjmXxt5Nf05jESKHiKv8N7h/5lbB6JkzIQo/3VOdMRAUCapYbgBQkTACKgBbtEMoyodEDDJeV7qY5F4EX1cEAuBpQosJBAxdkxJGhlGiI/sVNj84Qac/wgLASOgBhT2YzHyM4yqdkjApOZOoIcRJZ2IuqBShdS5X6UDAsrAs2Mbu6de50RH9AUON8h8jWsAp46AEVADbGHAyM8wIkcCCORPFixaksaUNMSA643NMHLo34WIca3Nm4hZtHcdEEHFhhtIPOcgHASMgBrgZsprTN5HbgRAMD+zoljAiIaQiIPMZkNuDyPDhEBEi+fZwOwKMowQB4GZpGTZIUQEjIAakNk9SF+xmRsBT/1AIDdT0x/8dSZFIQ6KLSQ49xElnrV5mwP+sxKnOeLAzyQ1BZmkEr0aEQ4CRkAN8ApGI2cyjKp2RMDklilJKxExYjGBqAuenkMPI0SLOybDiEmyiA8/kzQ3aMo0ZYSJgBFQAwrLa0i3Bkpzx+thVMmDAaoku/OcW5KW+kgzVERFsabXnOGIg1IlabzNIwwEjIAaULhLzI0AKM0L6N2SK5VlwQWEaPNP8URg9kU1jggIX6okLfu5yfR55CRH9AVmkopepwgPASOgBng2f5eYhyGgtOwDVIkpaZU8IKAKCvvfSWQYIXoKS9IcNtUQI4VrBCm3hxEXAU4dASOgBvg3g0TBzYDbABDMnyxYrIeREYsJRJ8bEDj1s+7IMEJUeNbmZZOSRYc4sSVK0rgGEAYCRkAN8Be/+Ttohh5GQBFBmRW5uH4QB7ZEph3nP6LCs2M31CSy6BAPQSVpDpUICBEBI6AGBC1+U6ORq3RAwCRXOFmwECVpiIOgZqjFrgmgVqVK0rKfZydEVemAgAoKep8v/BpwKggYATUgaJeY0chAcW5AGWc+rh9EX/DOc/7XgFqW2RxwxpbjkF2BOPAy0zCzr2XWC1wCCAEBI6AGBJWkpXqwcCcAggQtInKlLiWuH0Sbm1lI0NsC0RTc4zFdjlOVIwIqK2jIh2FjACEiYATUgOBJN4aHIaAIz0qJIsEiiabXiAf/HM+9FuhtgSjJNHYPyDBisYw48DcGAt/nq3JEiBoCRkANCNo9cEw2iwJAPtfm97QoZAwBI0RfUEka/V0QJV7gUJDUR97jEQeZHkYETVEmBIyAGuAHhhIFPYx44AeCeZ4t2dw3laHHBYRoC2qG6v+JDCNEQaYkLW9FY/K+BkRZ4MZA+iOXAMJAwAioAYEP/UYseIEiXM+OW5JGwBVR5wY2Q019ZCGBKHCLZGBLlOMgHtwim8oS6wSEg4ARUAP83QOTc8XSgwUozrOlJqQxZRDxYG1AbwuH7AtER2bAQdBimXMcMeCWnBRYjSNC1BAwAmpA4BQQx/AwBBThWasS8SJJ7Lwh+kqVpJFhhyjwz+P8hr+pjzwiIQ4yww2CJgVyDSAEBIyAGuAGNHWkpAYobtySNCPqFRB5QSVplCogSjLZFXn9W2jsjvhwAyYpZzcGuAhw6ggYATXAC7gZ0LQXKM6z4weMuHoQdTYoO5WdZ0RI9vkoqByHkxzR5waUZWbe56tyRIgaAkZADbABTR2ZkgYUlypJK9X0mpJORB/jlhF1QSX72XO8GkcEVJYX0KvOTzHyuAgQAgJGQA0ILEkz7J4BxbieLdn02iHDCDEQNG6Z/i6IklLZFbzLIw68gClpznhNHIETQMAIqAHFHvp54AeCuZ7GKUkjQw/R5/e2MAXZqRIZRogGz99QC8yiq8IBARUW+D6f/sj7PMJAwAioAf7Ep/ybgeFGABRhrc3r+VXIiAw9RF9QD6NM7gWnPyIgW46TfY0+XYgTP2iaNykwfT1wDSAMBIyAGuDZseU1ZBgBxbnWlk7JpiQNMeAFlDOzmEaUuEE9HtMf2VRDHAQFTbOTArkGcOoIGAE1wLNj65EpqQGKG6+HkZGIGCHyvEypQvY1f+eZhQSiwAvoYeRnY3OGIw6CS49TH7kGEAYCRkAN8DyrwrUvTa+B4jxr83paFDLGyPIohYjzArMv2HlGdPgbZ4mAHkY8IyEOgppeZ4KmXAMIAQEjoAZ41o5p4OsYw3IXKMLzNG6GEc9RiLqSi+kqHA8QtlJT0niPRxz410BeDyOmYSJEBIyAGuB6QSVp7BADxbh2bFZeLsfQNB7RFzxhk51nREfQOU4PI8SJvzEQnElajSNC1BAwAmqAZ60Kq2scY9g5AIrwvLFZebkMTeMRA/7Oc1BvCxYSiIJsw9+xGUac44iDTNA0b1Jg6iOl9wgDASOgBtiAfixG7J4BxQSVcRbi6kHU2YCSNMp1ECWZkjR6GCGm3MAeRqmP/qRM4FQQMAJqQNCIcMNYcKAo1+ZnVRQyZOghBijXQdQFNnanfwtiJJthFDQpkIsAp46AEVADPDu2h1GqJI0bARDE86wSJRKMGLqMOAjsbZEp1+H8R+3LNHYPanrNezxiIFOWmdfDKIW3eYSBgBFQAzxvbA8jY0g1BYpx6WEEZMYt5+43MD0HUZItScu+Rp8uxImbXgswKRDlQsAIqAFB/VgcY9g9A4rwAso4c6WuHyDaghoCGxYSiBA/KMpiGXHllQyachHg1BEwAmpAUEma/zqAscYLGBnDgxSiL6gkjek5iJJMSZozthyH93jEQalJgVwBCAMBI6AGeJ5V4drXoWkvUNS4JWli9xnR5y8k8kvSGDmO6HADm16zWEZ8BF0DIsMIISJgBNSAwJI0h5GxQDGuzZ8YMgYlaYiBoAlSLCQQJdmStOxr2SlpnOOIvqCyTJpeI0wEjIAa4AaUpBkZHviBIqwd2yg+lxGLCUSfv5AInCDF6Y8IKFmOwzmOGPAbvwdfA1wEOHUEjIAa4AUsfh1DujVQjOvZvEVyoRJfAiKjZA8jFhKIALdEdgWbaoiDTB+vvLLM1EeuAISBgBFQA2xQA19j6EEBFOF6tmRJGj2MEAeZHka503NEDyNER1DZJRlGiJOg93muAYSJgBFQA1xvbMDIMewQA8VYq5IZRo4xTIlC5GXKdcgwQkQFTUmjTxfixA0oPSbLDmEiYATUAC+ggS8ZEkBxrrVyStzhjJE8r3LHA1RDUEmaYUoaIiTbvyX7Wqn+dUDUuAF9vAwZRggRASOgBnheUA8jMiSAYryArLxcRlw/iL5MqQITpBBR2XM8KCjKOY7o809z3udRLgSMgBrgWZufbq1UwIgMCSCYG3DN5DHsvCH6gsYtZ3pbVOWIgHCVLrusxhEBlRVUksb7PMJEwAioAZ7N3z2TJBl2z4BiPDvOlDTxIIXoC+rv4v+R+weiwE1vnOWV49DYHTGSLcscOyWN93mEgYARUAM8G1SSxoIXKMbzAoKsOQwRI8RAdoJU9rXsQqIKBwSEzM+iCyzH4U0eMWCtlTH5zzxk2SFMBIyAGhCULWFkqE0GinA9m9cEtRA9jBAHXqa3RVAzVM5/1D4vsOFv6iOnOOLAtUE9G+njhfAQMAJqgBvQwNdxeBgCihmvh5HjkGGB6Cs2MEHi/oFocAN7GBEURXy4nsZsKmcyjKpwPIgeAkZADfCsxowId4xh5wAoIpWiPc6UNK4fRFzQwAST8zWg1mUauztjA0ZsCiAOPGvHrBHIJEWYCBgBNcAGppvyMAQU43rjNL2mBxhiIGhgAhlGiBL/OSj3GYmgKOLEC3jeoYcRwlS1gJEx5gZjzFZjzHZjzIeqdRxALQgsSTOGBS9QRKqHUfGAkcSDFKIvaGAC03MQJUEjxelhhDgJ6mHEpECEqSoBI2NMQtKXJN0o6VxJbzDGnFuNYwFqQaokreBmYEg1BYqxVoFZeT5DwBUxELTzzJQ0RElmEmDOioZyHMSJ59nANYLENYBwVCvD6DJJ2621O6y1I5J+LOkVVToWYNIL2iV2jGH3DCjCDbhmchmJ7WdEXtDOc/Zzzn/UvkzAKKAkhzMccRA05IONAYSpWgGjhZI6cj7fm34NQADPBuwSi5ICoJjxStJYTCAOgnaeaQiMKHG91MexC2YGgyAePKui0zB50kEYqhUwCnqKH3NGG2P+zBjzuDHm8cOHD1fgsIDJyfPGNi41ZBgBRaWmhpQuSWMxgahzrVVd0Z1nzn/UvpIZRpziiAEvoM8pGUYIU7UCRnslLc75fJGk/YXfZK39mrX2EmvtJbNnz67YwQGTTXBJGg/8QDGeVekpaWIxgehzAzOMUh85/xEFnucHjPJfNzIslhELQRnVTMNEmKoVMHpM0gpjzOnGmAZJr5f0yyodCzDpeUXqk7kRAMFSkwWLf53rB3HgBja99kvSuABQ+9z0eRz4jEQ5DmLACxjyYTJf4xrAqaurxl9qrU0aY94j6beSEpK+Za3dVI1jAWqBG5Bu6hjDwxAQILPjXCpiJKakIfpcL2Ahnf7IOgJR4HlWxgSV7XOOIx5SJfj5r2UmBVbheBA9VQkYSZK19jeSflOtvx+oJdaOXfwaQ20yEMTfUStZkmYYN4vocz2veKkCSwlEQFB2heRPkuUcR/QFZ5KmPnINIAzVKkkDcAKCehgZHoaAQH6JQsmm15U6GKCKXKsxTa8zU9K8ahwREC43YIqs5E+SrfzxAJXmBgz5oIcRwkTACKgBri1SksaNABjDXwgH7Tr7uH4QB67nBWanSvS2QDR43thyHIn3eMSHDQia0sMIYSJgBNQAzwtuaMeNABgr2wS1+PcYpgwiBkqWKlTheICweQEbapIk3uMRE0F9TrMlaVU4IEQOASOgBgSVpDmGB34giL9IKJVhZLh+EANBTa+zpQpcAah9rhfcr67U+z8QJa43tgTfoek1QkTACKgBnrUBI2MNu2dAgMyUtFIBI9EDDNEX1PQ6W5JWhQMCQuYF9G+RyCJFfFhri2ZUcw0gDASMgBrgWUbGAhPlen5JWokdZjKMEAOuLZVhVI0jAsIVlIEt0cMI8RHY59Sh9hjhIWAE1ADPC5iSJh6GgCATnpLG9YOIK51hxAWA2ud6YzOwJfo8Ij4CexilP3INIAwEjIAaEFSS5hh6UABB/MsiqK+FzxhDvAiRF9j0WvQwQnQUa3rNezziIniNQA8jhIeAEVADgnYPHGPoQQEEcDM9jIp/j0N/C8SAF9j0OvWRsx9REDRFVmJTDfHhBTR+J5MUYSJgBNQAa8c+ENHQEQiWCRiNU5LG5YOoSwaUpPn3Eo8dB0SAG5BdIaWfkbwqHBBQYa61KoyZ+p/znIMwEDACakBQU0fSrYFgEy9J4wpCtAU1vWZKGqLE86ycgNWMw3s8YsIL6ONF6THCRMAIqAFuwNhYQ7o1ECjb9Lr495BhhDgIbnpNbwtEh2vH9umS/KbXlT8eoNKCsuwoPUaYCBgBNcALKElL1edX6YCASSzbw6hEEyOuH8SAG9DfJbOQ4AJABAQ9H0npLFJOccRA0DVgKD1GiAgYATXA88aWpKWaXnMjAAr510VQXwufUYlgEhARnmdVVyTDiPsHoiBVkhbcw4igKOIgeI2Q+sgVgDAQMAJqQNDITNKtgWCZgFGJDCMm6CAOgptepz5y+iMKXC+4JM2hzyNiwi3Rw4h1AsJAwAioAZ7N7gr7UunW3AmAQn5JWuE1kys1ZbBSRwRUh2fHTgvMTEnj/EcEeAEToiQmySI+UoNxCtYI6RU+6wSEgYARMMl5mX4s+a8berAAgfxRyuOVpDFBB1GX9LwxJWk+FtOIgqAMbCmdYcQpjhgIChg5lB4jRASMgEmuWHkN6dZAMDfTw6j49xBwRRx4gU2v6d+F6Agqx5H8sn3e5BF9QddAgkxShIiAETDJZUeEB/Uw4k4AFPKvi1ILY2NoBonocwObXqc+Mj0HURBUsi/xHo/4CCo9zrzPs05ACAgYAZOc/14/ZpfYId0aCJIt4yyVScH1g+hLBkyQoocRosSzVonAHkb0eUQ8BF0D/vs8lwDCQMAImOSy2RL5r9PQEQjmN70u2cPISOw/I+pS/V3yX8uOW+b8R+0rVpLmUHaMmHC9oB5G2a8Bp4qAETDJuUWyJQwZEkAgr0hWXi4WE4iDpOupzsl/1DNkGCFCUlPSgptes1hGHHgBmaR+EJWNZYSBgBEwyWUWv2PKCtghBoIUy8rLZWR4kELkeTY4cGqMiJgiEjxv7FAQKV2SVoXjASrNtXbMNcDGAMJEwAiY5LL9WPJfT5WkVeGAgEluoiVpXD6IOtezqgto8OIYw/0DkeDaUiVpnOSIvqCm1xLXAMJDwAiY5DwbvPh1aOgIBCo2WTAXCRaIg6DeFhJTNhEdqZK0sa8TFEVceJ4NzKimLBNhIWAETHL+e31hjb7hYQgI5AdSg8oUfEzQQRy4AU2vpfSGQ+UPBwidV6LpNYtlxEHRLDuHdQLCQcAImOSKTklLf2TRC+RzvdTHUk2vJUrSEG3W2vQEqbGPekzZRFQE9W+R/MUy5ziizyuSSUpJGsJCwAiY5Lwi2RL+zYF7AZAvM1mwxB0u1fS3MscDVIO/sxzcEJh7B6LB88ZmYEt+2X4VDgiosGLDDVJlmVwEOHUEjIBJLrP4HVOSlvrIzQDIV6zvVy4epBB1/r2jWNNrdp4RBV7RskuejxAPqUzSsa+nehhV/ngQPQSMgEnOf94pbODrf8rjEJAvW8Y5TtPrCh0PUA3FNhv81+htgShwi/QwMmwKICZca4tOSeMaQBgIGAGTXNEeRulFADcDIF+phbKPkhxEnZvJtBv7NaakISpSU9KKLJbJrkAM2BJ9vMgkRRgIGAGT3HgladwLgHz+QriuREmaMUaWHCNEmH/vKNb0mnsHosCzwX26EjS9Rky4RZtek0mKcBAwAiY5r2hJGk2vgSBJd/weRkZcO4i2TMAo4DJg5xlRUawkjT51iANrbarpdZGSNJdrACEgYARMckVL0gq+DiClVLPfDEMPI0RbJmAUUJOWKkmr8AEBZeDZ4OwKQ3YFYqD0NEw2BhAOAkbAJJeZ+GSKZBhV/IiAyS3pjZ9h5BgiRoi2bIZRkSlpXACIAM+zYzbUJBr+Ih6KbSpLqfd++nghDASMgEnOf7MvbOrof8oDEZAvk2EU0LvFR9NfRF3JptdkXyAiXBtckpagJA0xkOlzypQ0lBEBI2CSG29KGvcCIN9EMoxIMELUeeM2veYKQO0r1r/FkF2BGMhUIRS5BuhhhDAQMAImuWI3A/9THvqBfG56lVBySpqo7Ue0ZQOnY7/mMCUNEUFJGuKsVA8jx+F9HuEgYARMcpl008KStPRHygqAfGQYATk9jAIyjJgghahIejaw/NgxhsUyIs9/nw+IF1GWidAQMAImOT8gVJhy7X9OlgSQz3X9HkalMozYeUO0lWp6zZQ0RIXr2cD3esdhpDiizyuxQebQqw4hIWAETHK2WA+j9EduBkC+iWQYBW7HARHilihJM2RfICKSnqdEothimZMc0eaW7GFEWSbCQcAImOSKlqT5Ta8prAHyuF5qak7hZMFc9ABD1GX73wWU6zic+4iGohlGBEURA9nBOEWCpuwqIwQEjIBJLlOSNiZglPrIAxGQL+kFj1nOZdI5ejxLIapKNb02IvsCtc9aq1HXFunTRXYFos+fBBgUMEo4vM8jHASMgEnOK1KS5t8cuBcA+VzPK9m/SMoNuHIBIZqKZaemXqPpO2qfH/AvlmHksiOAiMuWpI39mqGHEUJCwAiY5Lwi9cn+p+weAPkmlmGUwtWDqPIXy8UmSLGQQK1LptMrgvu3UJKG6PPG2xjgIkAICBgBk5z/UF/YjyVbUsPNAMhVrKdFLko6EXWZDKOgJz3KdRAB2aBoUDkO5ziib7weRmTZIQwEjIBJLrt7kP86C14g2IQyjGgaj4jzFxLFMow49VHrSk3EZEoa4sAtdQ04ZJIiHASMgEmuWFmBoYcREMh1xw8Y+bh+EFWlml7TEBhR4LrFM4zo34I48N/n6xLBJWm8zyMMBIyASa7YDlpmLDjbxECepGcDsypy0TQe5dQ/nKx674hSvS2YkoYoyC6Wi0xJI2KEiBt1U328imWS8jaPMBAwAiY5t8jugb8I4HkIyOfZiZSkpT4ScEXYDvcO67yP/VbfvH9nVY8jWaLptTEES1H7SvcwIiiK6Ct1DThG9DBCKAgYAZOcPwWkcJfY/5QHIiBfciJNr9MfuXwQtjuePiRJenjH0aoeR6mm10xJw4na1zOo7zyws+qZc7lKTUnjHEccjLqlStIImiIcBIyASS7buLQwYERJDRDE9bwTyDACwvXbTQclSYtnNFf1OEo1vTaMW8YJ+vGje/RPv9qsXUcHAr9ejfOpWAa2lDrHWSwj6pLpkrT6wLJMStIQDgJGwCSXdIN7GGUzJLgbALmSE2h6beQHXLl+EJ7BEVf3bz8iSeodSlb1WEo3vTYES3FCth3qkySt6+ge87WbHu/QBf90u7r6Ryp6TNlznMUy4ilZqiTNIWiKcBAwAia5YiMzM017K35EwOTmejZwxzkXGUYoh91d/ZkSgd6h0aoeS6mm10zPwYna1tkrSVq3pyfv9a7+Ef3dT9erdzipXUf7K3pM9G9B3JWekmbk8j6PEBAwAiY5t2hJWuojD/1AvqRnA3ecc1HSiXLo6BqUJNUnjI4PVjfDyC3R9Fr0d8EJGHU97U6Xoq3r6Mn72o8f25P5c1dfhTOMimRgS5JD02vEQHKcKWm8zyMMddU+AAClFc8wSn3keQjI555Q02suIISnoyu1qD53QZt6h6ubYVS66TXnPiZu99F+JT2rhe1TtGn/cQ2Nutp84Lj+5debdWxwVDNbGnS0f6TiJWmlM4woSUP0lW56zfs8wkGGETDJFe1hlM6QYAcNyJc8kabXXD4IUUf3gJobElo6s7nqPYzcEk2vWUzjRPj9i1524XwlPaudR/r1y3X7tXZPj3Yc7tebLl8iSTpa8R5Gpaak8XyEyjo2OKqtB3sr+nf610CxptdcAwgDASNgkvPf7Is3va7wAQGT3AllGJX/cBAjHV0DWjKjWVOb6qoeMEqWyDAyYjGNidtxJNWb6Prz5kmStnX2qbN3SFKq/PI1Fy9WY52j7oFqZRgFL5bp34JK8TyrP/3uY3rD1x+u6N9brApBSm0spyvWgFNCwAiY5JJFHogcerBgEvr6vTv0y6f2V/UYUj2MxsswYkoawjGcdPVXP16rDXuPqaNrUIumN2tqU716h0aren75Ta8TgU2vyTDCxB08NqT25nqdt2CaHCNtP9Sr7Z19etE5c/XIR16kJTObU2Vple5hVGKx7J/jvMejEv73kd16bFe3uvpHNDjiVuzv9UvS6gOCpgmH8x/hIGAETHLF+lDQ9BqT0dfu26EfPbJn/G8sowllGDElDSF5quOYblm3Xy//4v3a0zWgxTOmaGpTnUZdq+Fk9bZ3S2VfGMp1cAIOHBvSvGlNaqxL6LSZLdpysFc7j/RrxdxWzWhpkCTNaG1QV/9wRY/LHWdClMSmGk7d0Kir/uH8jNHBEVfd6RLMfT2D+vSaLWpuSEiSjvRV7jrINL0ucg3wPo8wEDACJjm/h1HRDKOKHxEQbHDE1eHeYe1JN/6tlqQ7gSlp6Y88S+FUrd3Tnfnz4KirM2a3ampTvSTp+FD1Gl+XanptDOc+Ju7g8UHNb2uSJJ0xu1V3bOnUqGu1fHZr5numNzdUvOn1qFu6h5FEYBSnZtT19JqvPKiX/td9GhhJBY08z+pPvvOoXvnlB+R5Vh/52QZZSR9+yTmSpMMVDBiNjhM0ZUoawsCUNGCS82vwC5+HyDDCZLO3OxUoOnBsUKOuF9iEsRImlmHkB1y5fjBxQ6Ou/vU3T+v44Kga6hz9zXVnaV1Hj5bMaNZX/vhiHe4b1nOWzdBtGw9KknqHkpoztTrHOl7Ta1c0t8DEHDw2pJUL2yRJK+a26vdPH8r82TezpUE7072OKqXklDTHHwxS0UNCxHzjvp3auO+4JOk/fr9NH3nJOfrJ4x16eEeXJOnjv96se545rI+9/FytXtwuSTrcW7mAketnGBXLJOUCQAgIGAGTnOt5qnNMZoHrowcLJpuOdMDIs9KBniEtmdlcleNIep4SAbttuZiShpPx0I6j+t5DuzVvWpMOHh/SBYvata6jR5cunaFzF0zLfN/UptTjVTUbX4+XYcQ6AhMxnHR1pG9E86ZNkSRde/Yc3b7poGa0NOjMudlo6IyWxkyJTqWU6mHEphrCcOuG/bps6Qy1N9fr1vUH9JGXnKNb1x/QaTObta97UN95cJcuPm263nLF0kwpWiUDRskSGUYJh5I0hIOSNGCSS3o2s1OWy2HBi0mmo2sw++fu6pWlTWxKGv0tcOLW7umRY6Tb//pq1SeMntzdrQPHhrQqvbPs80vSeidBSVqxptcsJDARncdTi1+/JO2SpTN0x9+8QP/3589VU30i830zWxvUP+JqaLRyDX9L9enyz3vOc5wsz7Pa3tmn8xe2aeXCNu3rGVT/cFLbO/t08WnTdcUZM9WQcPSZP1yphGM0o6VBxlQ2YFSq6TUlaQgLGUbAJOcVWfz6C15uBpgsOnJ6F+3pGtCVVTqOiU1JS32kJA0nYl1Hj86cO1XTmuq1aHqz7traKUk6Z/60vO+bTBlGxcYts47GePb3DOrr9+2QJM1NB4yK8Ztfd/WPaEH7lLIfmzT+lDSJZyScvH09gxoa9bRibqvap6Q2AZ7q6NHB40NaPqdV73/RmTp0fEjL03XH9QlHM5obJk3Ta4YbICxkGAGTXLHFbzbDiJsBJoc9XQNaNrtFdY7JCx5V2sQyjFK4fDBRnme1bk93Jpto0fQp6h5IZRAtn9Oa972TJcPIMRpTziylzn/uHSgl6Xp65/ef0Pce2i0pm2FUzPTmbMCoUlzP799CSRrCt72zT1Lq/d3v13XbplR/uhVzpmrxjGZdsnRG3s/MntpYnZK0IkFTehghDASMgEnOLZYtkXkYquzxAMV0dA9q6cwWLZw+RR3dg+P/QJmkgqzjTEnLZBgBE7PjSJ+ODyUzAaPFM1I9utqb6zWrtSHve6elM4yOD1Yxw8jawFIdKbXhwLmPQl+551m98esPS5J+9FiHNuw7lvna3GmlA0YzWysfMPKnyJbMMOIhCScpEzCa3arTZqY2w9Zs9ANGrYE/M6u1saJT0pKep0RAn1MpVZbJ6Y8wUJIGTMD2zl49sbtbq5dMz2vyWAnFsiUcpjxhErHWam/XgC5bOl3HB0d1tIIPTIVOaEoau88Yh7VW9zxzWBvTi+erVsySJC2engoYLZ/dOuZhvbWxTo11TkUXDoVczwY2vJboYYSxth7s1afXbJEk9Q0n9fMn9+qc+dP01T++WA8+e0Rt6ZKcYnJL0irFLdHw12FTDadoW2evZrU2aHr63F46q0XbO/vUUOdkNgwKzZ7aqF27KjctMOkWf95xHDLswrZ5/3FNbaor+t8/qggYARPwnh+u1ZaDvbpwcbtueXdlO7MUyzDKBIy4F2ASODY4qt7hpBbPaNa+nkHt7xmq2rEkXW/8Hkbpj1w/GM9DO47qbd9+TJJ0waI2LUoHipakHxhzR4v7jDGa19akg8eqdx24ng1seC3545YrfECY1P73kd2ZPz+2q0tP7unR37z4TC2Z2awlM5eM+/Mz04vqo5XMMCrRw8h/jQUzTta6jh6dPS/bn+6iJe3a3tmnCxe1FX3GWNg+Rb86NqTjQ6Oa1lQ6yBqGUdeqPhG8M2DIMAqV61m95VuPqqUxodv+6mpNaUiM/0MRUbaSNGPMPxlj9hlj1qX/95Kcr33YGLPdGLPVGHN9uY4BOBmf+PVmff/h7IPTjsN92nKwV8ZIu45UbtfAlyzy0E99PirNWqu/++lTui2dkp1rT7pn0eIZzWpvblDPQGXHK+c6sQyjShwRatm2Q32ZP99w/rzMnxfPSDX29RueFpo3rfoBo6AJm1K66XWFjweT266j2b5z37p/pyTpxpXzin37GNOa6pVwjLr6K5dVV2pKmmFKGk7Sl+7arg/+dL2eOdSna8+Zk3n9U6++QA9+6Br94E8vL/qzLzx7tpKe1Z1Pd1biUOV6xTfIHJpen5J/vGWjbnqsQx/+2Xr97Mm9emxXl470DWv30QF94ffPVPvwKqrcGUZfsNb+W+4LxphzJb1e0nmSFkj6vTHmTGtt5eZwAkWs2XBA30g/KL35OafpcO+wvvPgLknSW69Yqu88uKtiuwY+z7NKlEi35l6ASujoGlDPwKhuenyvnjnUl7dwTn091bNo8fRmtU+pV89g9Zr9TmhKWvojJZ0Yj9/H4s3POU2vu2Rx5vVz5k/TO553ul52wfzAn5vf1qQn9nRX5BiDuF7xnWfHUI6JfHu7BnTFspl6aMdR3b/9iBa2TykaDA3iOEbTm+sr28NoAlPSOM1xIqy1+txvt2Y+z33WSThm3AmAqxdP19xpjVqz8YBeuXph2Y7TN+pZ1QesESS/hxEXwMlwPZtp+C9JNz+xT2+8fIka6xzdeP48feO+HXrpyvm6MN3TMOqq0fT6FZJ+bK0dttbulLRd0mVVOA4gj7VWn0rX7zfWObLW6r0/elLfe2i3Lj5tui4/PTUJodLTn5Jescal7J6hMpKup+d99i69/Iv3S0qlaR84lt/UuqPbzzCaouktDRoYcTWcrM4+QNFG8TkMAVdM0LbOXl20pF3/8srzNau1MfN6fcLRR196btFmwHPbmnTo2HDVAjOlAqdGLCSQ5XlWe7sHdcGiNrU0JGSttGpJ+wn/nhktDZNmSpr/kktNDk6Av/klSZcuna75baUDRIUcx+jF587Vvc8cqci5l3S9osMNDFPSTlrhM64x0pqNB/T8M2fr4688X7OnNuYFFqOu3AGj9xhj1htjvmWMmZ5+baGkjpzv2Zt+DaiK/7n7Wf3pdx/Tf9+5XXu6BnThojYNJz3tPzak7Z19etE5c/T1t1ySaXBW6YCRPxq5UCbDqKJHgzjanXPO+2U4t208qC/dtV1/+t3HdffWTnV0DWh6c72mNtVnmqMeG6hOllFyQiVpqY9cPxjP9s5+LS8yEaeU+dOaNOJ6FV1A53I9r2QzVOJF8B3qHdKI62nxjObMs87qk9g5r3TAqGSGET2McBLWdqSyQv/3Ty/X199yyUn9jpUL2zQ46mpvd/nXC0nXBjZ9l1JZdpz+J8dvs/Cfr1+lz7/2Qg0nPR06PqwbV87TtKZ6vebiRXpox1F98Kfr9Z+/3xb5jN1TChgZY35vjNkY8L9XSPofSWdIWiXpgKTP+z8W8KsC/182xvyZMeZxY8zjhw8fPpVDBQJ194/o327fqnufOaJ//90zSjhG73rBGZKkDXt7dKRvRKsWt2tGS0NmIk7u7kMlJL3g3QOHKU+oEL8kZ9nsFn3sZefptJnNumvrYX3hd8/orq2deu8P1+rJPT15Y8YlqbsKASMvs4AofXsz4vrB+HoGRnSkb1grTqA0xzevLZV5dKBKfYxKZhhRqhCa/uFktQ/hlGVKinMDRieRYTSzpbGiTa9dN3UOB5VeUpKGk7Guo0dN9Y4uP32G2psbTup3+BsM/rNTOZXaIHOM5HIBnJS96ffE1Yun67J0hUl9wuias+dKkm48f75cz+onj3foaP/wmEmpUXNKASNr7YustecH/O8Wa+0ha61rrfUkfV3ZsrO9khbn/JpFkvYX+f1fs9ZeYq29ZPbs2adyqECg3z19SK5n9d9vXK2WhoSes2yGLl2aemO4a0sqSOk/PLU112tqU12m9KZSXC949yzT9JpJNygz/6Hnl++5Si86d65WL27XfdsOK+lZfeQl52jU8/T0geNaOrNFkjQ9/ZBVjcbX/o5zsR03HxlGmIj7tx+RFDwJbTzz0qUM1Wp8XWrcshEL6TA8tqtL533st7p909hBALXEz5xePH2Kls1uUWOdo/MWtJ3w75neUp0eRqWysAmM4kSs3dOjCxa2q65I/7eJWD47tcGwrSIBI6/osSYcNgZOVkf3gBwjzW9v0qLpUzRnaqOuWj4rk0F/3oJpWjKjWQvbp+jvbji7ykdbfmVrem2MmW+tPZD+9FWSNqb//EtJPzTG/LtSTa9XSHq0XMcBlHLbxoNaNH2Krjt3rm7+i+dqWlO9ZrY2akZLg+7amppw4AeMpNQY5T0VL0nzAhe//u4Zuwcot+2dfZrf1qTWxtQtY/WS6frFulSc/xWrFuiq5bO0Yd8xXbl8piRlbqjVyDByS5Qo5DJk6GEcxwZH9fFfbdbZ86bqyuWzTvjn5/sZRserEzByPVt0IeEwJS0Ud25JPSf83c3rddWKWWpuKPcsmfLY0zUgY6SF06foXc8/Qy+/YIGa6k98ZPSMlkYdGxxN9VU5hQX3RPkTMYN2953MlLSyHwYiYjjpavP+43rblUtP6fe0NddrztTGimQYjZbaGDCG8/8E3fRYh7Yc7NXDO45qftuUTPbi999+eSZ7Xkr9f/utt12qhoSTeTaOsnL+Cz9rjFml1AbuLknvlCRr7SZjzE2SNktKSno3E9JQLU/s7tZLL5gvY4zOnjct8/p5C6bpvm2pnWW/FE2SFrRPqUrTayfgYchfELPgRTlZa7W9sy+vh8uqdG+LRdOnaFZro2a1NuqsedmSnektqQyjY4PVyDAq3gQ1V2ZKGpcPivjUb57Wkb5hffOtlxadNlbKrNZGNSScit8zfMlSPYwYt3zSrLWZAMWm/cclST0Do1q7p+ekAouTwe6j/VrQNkWNdQk11iVOuhRnZkuDrJV6BkfzGsSXS+myy9RHml5jop4+0KsR1zup/l2Fls9prUyGkesxDTMkv9t8SH9383olHCPXs7pwUTbLMvcZ13cyvQ1rVdnC/9baN1trV1prL7DW/kFOtpGstZ+01p5hrT3LWrumXMcAlHJscFTHBke1dGbzmK9dd152jOas1uyD08yWhorW50uph/rgCSDpDCNK0lAmXf0juvbz92jDvmN5PVzOmT9NjXWOVi+ZHvhz7ekMo55JnWGU+sijFIKs39ujHz/WoXdcvUwrF514aY6UOgeXzW6pyC5zkFLTAulhdHJu33RQz//c3dp2qFfWWj3V0aMrlqUyK6tVehiGbZ19OiOExc+M9GbB4d7hU/5dE1GqsTubajhRa/ekGl6fzITAQivmtOrZzr6yn3+lgqaOMQRMJ8haq3/65SadPW+qvv/2VBedk8myjKry54sCk1S2Zn9swOj68+Zm/pyb6jyjpUHd/SMVfQBJusE3A39DgZI0lMu//Hqz9nQN6C+vWa7/d9XSzOsNdY6++uaL9TcvPjPw55obEmpIOFUpScv0MBo3w4iGqCjulnX71ZBw9O4XLj+l33PGnNaqBYxKNUM1hnP/RHX3j+gjP9+gPV0D+uDN6/Xs4X4dGxzVDeenNpgOBpQeup7VLev26fsP79bAyORsju15Vs8e7tOKEAJGZ85NbSxsTmdeldtokecjiZI0nLh1HT2aN61J89P9507FounN6htO6vhQea/7pGtVX2xKmkNJ2kT1DIxqX8+gXnPxIj33jFn6+lsu0Wf+8IJqH9akEf2iO6AIf9xlbo8i35ypTTpzbquWzcp/gJrR0qCkZ3V8KJnp01JurmfVUFd8AojH3QBlsLd7QD9fu0/vesEZ+uvrzhrz9RecNafozxpj1NZcX5WSNHeiU9IyGUZcP8hnrdVtGw/qqhWzNK3p1N7nV8xp1W82HNDQqFvx3cpSGUaMWz5xv3xqv470jeidVy/TV+/doXd+/3EZI1195mxNb67XgWNjJ6h++4Gd+sStT0tKBbHfcNmSSh/2uPb1DGpo1AulvGL5nFa1NCS0rqNHf3jxohCOrrTSfbpSH8mkw0St6+jJlNyfKn9K5sFjQ2VdLxSbpCxlr4HcMloE6yhYE7743Lmlvj12yDBCbPnNq4MCRpL02/ddra+8+eK81/x060pOAXFtsQwjvySNhyGE77aNqak/r7908TjfGax9SmWn5fgmnmGUwloChTbsO6Z9PYOZzJFTsWLOVFkrPXu48llGo27xhYQRC+kTtXZPt+ZOa9SHbjxbLzhrtp493K+3XrFUp89q0dxpTTp4bFj7egZ13Rfu0Q3/ca9u23hQ/3b7Vl1z9hxNb67PlLtMNts6eyUplAyjhGN0waJ2revoOeXfNRGlexjxjISJO9o3rN1HB0IpR5OyQw+CMg/DNOraolNhybKbuI6uVMB/SZE1YdwRMEIs7Tk6oC0HezWtqa5o5D8oGp8NGFWmPl/KTgEpxJQ0lNOajQd1zvxpOm1my0n9/OmzWvTMocovkl33RKeklf2QUGPWbDyohGP04nNOfYfRz9q4df0B9Q9XtiSJDKNTl3Q93fPMYW3Ye0xr09kHxhh99g8v0F+/+Ex94PpU9uX8tiYdPD6oX6zdp2cO9elw77D+/AdPqN5x9MlXna9Vi9u1dk9Pdf8xRfglk2E1cF29pF1PHziuodHyz7Mp1cPI4T2+bI4NjOp3mw9p68Heah9KaJ7a2yNJoTS8lnIzjMZmHoap2BpBymYYETQd33hJBHFHwAixs/tov677j3v0syf3aWFA/6JSZrakpn509VeuN0vxHkaUpKE8jg+N6ond3bruFFJyVy1p184j/equcJZRZkpakR03n6FcAQH8crQrls3MTPs7FUtnNau1sU5fvvtZfeO+nSEc4cQlvRI7zw7n/kT84y836a3felQv/+L9qeyDxalG/3OmNekvr12hlvQ45XltTTp4bEhrNh7Q6iXt+tSrV8ox0kdfeo7mt03RqsXTtf1wn3qHKt/XrRTXs1qz8aDmtzWd9GS0QhcublfSs9p8oPx9jEplGPmVapzn4fvsb7foHd97XK/9yoORaSq+bk+PEo456SEHheZMTQWMDpS5Gf6o6xUvy/TXCRH5b1ROHd0Dmt5cr9ZGuvUEIWCEWLHW6kM3b1AynYVwog9v01tS2UiVzjAqWZLGjQAh83ecz1948g9Ofh+A9/zoSf3ksT1hHNaETHhKWiUOBiX9z93P6pZ1+6p9GHm2HurVziP9oZSjSVJjXUJ3/M3zNWdqY2YHs1JK7TxLNEMdzxO7u/TDR/boTZdn+w6tLlKuMm/aFB3pG9HGfcd1w3nzdN158/TkP7xYr0/3LFq9pF3WSm/6xiN68zcf0TOHspkZw0lXH/zp+oqVceX64aN7tHZPTyZTKgxnpRtfV6LZe6lz3BgWy2G5beNBfe63WzLBoSd2p8orjw8lKz45uFzWdvTorLlT1dwQTsCgoc7RrNZGHSpzSVrSK9H0miy7CevoGiC7qAQCRoiVHz/WoYd2HNXHX3G+3nn1Mv3Ty887oZ/3M4wqeYN0rQ3sQ0HTa5RLGCUKFyxqlyQ9sP2oPnjzhjAOa0Im3MOIB6nQHRscLbrbfHxoVCNJL+97//13W/X525+ZVDvUazYclDHSdeeF1/By7rQmLZo+RQePl7c0oVAqO7VUM9TJ8//7ZHTbxoNqqHP00Zeeo1v/8iq9avXCog1x57U1Zv78ilULJSkvY+fSpTN0/Xlz1VSf0CM7u/T9h3ZnvvbFO7frJ4936Bv37ci81jMwoqSbvV7K5UeP7NGFi9r0qtULQ/udi2c0q6HOqUjAaLyR4hL9W07GSNLT5v3HdSw96fRbD+zUl+56VrduOKC+4aS2HurVyvSGUqUD4eXQN5zUIzu7dPmyGaH+3vltTWXPMEqW6FVH4/eJ29s9GDg1GykEjBAbnmf12du26DnLZugNly3Wh19yjl50giU3UxoSmlKfUFdfBQNGns2kleai6TXKZXtnnxrqHC2efvKjZVsb6zQ1J7W3UufphKekpT8yJS0cOw736YpP3aGP/XJT4Ndf8cUH9MlbN2c+v+PpQxp1rfZ0DVSkdGWibtt4UJeeNiNTThCWeRVYOBQq3duCDKPxrOvo0cqFbWpuqNN5C9r0hT9aVXTS3cL21ELjL15wRqZ3Sa4pDQl99c2X6KZ3XqFrz56j2zYdlOdZbd5/XP9z97NqrHN015ZODY266h9O6vmfu1v/fef2sv77dh/t1+YDx/XyCxeEOkEp4Rgtm9VSmQwjN3hDTWKxfLJcz+qNX39YL/mv+/S6rz6kpOtpw95jkqSP3bJJ9z5zWNZKf3DhAkmpzIxad+eWTo0kPd14/vxQf2+qGX75M4zG6+NFJUJpAyNJ7e0e0JKZBIyKIWCEWPj2Azv1q/X71T0wqtdcvPiUHo5mtDSoa6ByAaNkkaaOicyNoGKHgpjY3tmnZbNaitbFT9Sa9z1Pf3vdmZIq91A58Qyj1Eeeo06dtVYf+tkGDYy4+t5Du/Xozi5JqffddR09GhhJaueRfv3yqf2ZrIk1Gw9qVmuDHJNqCO27fdNB3bW1syr/jh2H+7T1UG9o5Wi55k2booPHhiqaTTXqeUoUKVUwhoV0kO2dffrinds0nHS1fu+xCY/YvnL5TP3i3VdOqLTrhvPn6XDvsB7eeVQfvHm92pvr9bnXXqj+EVf3bTuiu7ce1rHBUd2ybl9Zz5c16UmY158X/vm+fE5rZvpaOZXsYUQW9kn53kO79Pjubl25fKa2HurVrRsOaHDU1V+84AwdGxzVB29eL0l66QWp4Mre7spmTpbDmg0HNKu1URefNj3U35tqhl/uDKPxp6TZ8icr1rR7th7WqGv1vOWzqn0okxYBoxhyPaveoeKlA1Gz5+iA/vlXmzM3uYk+ABYzo6WhouPCPS+4H4u/qcbDEMK2rbM3lIk5i6Y368r0DXhbBXabpdTUHGn8HkaZB6myH1F0+e89e7sH9ejOLr3/RWdqZkuDvvvgLu3rGdQ//2qz/uIHT2hLepJO98CoHt3Zpf7hpO595rBedsECXXP2nMz3u57Vn33/Cf3Jtx+ryr/ngWePSpJeFMJ0tELz25o0MOKqt4KT0sbLMIrJI8AJ+fLd2/Vvtz+jf/jFRg0nvQk/LxhjMhPUxnPtOXPV3lyvd37/CW3Yd0z//Afn68bz56ltSr3WbDygNRtTAdRd6Wmu5bJuT4+WzWopS9+OFXOmam/3oAZHyjspzfW8ootlQ0naSfntpoM6d/40feF1q2SM9Ok1WyRJr790iT728nM1raleL105Xwvap2hWa0PNZxg9sbtLt206qFdftHDc54YTtWj6FPUMjOrYYPma3Se9Ek2vybIb16jr6dcbDmhGS4MuOz3cksQoIWAUQ2/6xsNa+U+36+O/3jz+N0eA//A1NOppalOdls06uTHhvpmtDTrSV7mm18UyjBwaOqIMeodGtbd7MLQRy2ekf08lyhMkZRraj5dhJB6kTsmeowN6zqfu0Pce2pVp1nvtOXN0/fnzdNfWzkwz6wPHh/SPt2zM/NyajakMouGkpxvPn6ePvfw8WUkf/fmGTGZStazb06NZrQ1aPOPkSzGLmZsZsVy5srRkiXIdMozGGkl6+v3mQzJGuunxvZKKN7k+Fa2NdfrYy89V71BS1583Vy9ZOU/1CUcvOmeufrf5kO7c0qkXnztXjpFu33Qo9L/ft6drQKeVqQRjxdxWWSs9e7i87/ulexilPsZlczQsB48NadnsFs2Z1qRLTpuuA8eGNLMl9b745iuW6oEPXaMvvekiSalNoY7uVMDo+w/v1pWfvlNDo+UNEobtE7c+rQVtU/SX164I/Xcvr8Dzz6hrVV/sGmBKWklJ19PzPnOXbl1/QNedO/eUs+qjjNlxMdM3nMw8lK/d01Pdg6mAW9bt008e69DUxjr1Die1anF7YD+gE3HajGY9vqtb1tpQ6/6LGbeHETcChOjOLZ2yVroqpNTcaU31mjetqSLlCdKJT0nj8jlxqRK09ersHda//uZpXbV8thrrHJ01b6puPH+efvjIHv33Hdt19rypaqxP6Kl0QOmypTP0200HdbR/WLNaG3TJ0hlKOEYfuP4s/fOvNmvP0exOdd9wsuLjbdd2dGvV4ulleV+fnxMwOjM9RarcSk6QEhlGhR7acVTHh5L6t9deqP7hpGa2NmhRmZqgvnLVQrVNqdclS2dkzrcbz5+nm5/cq4Y6Rx+68Wx1dA3oiT2paVR3be3UslktOm1m8Q2vh549qqlNdROebtnRPaBLloZbguM7f0HqGJ7a23NK0zbHUzKLziHD6ERZa3Xg2JBenO7v+alXr9TdWw9r5cK2wPfFJTOatbYjdY7+5LE92tczqPu3HTnh/qDVknQ9bdp3XH9y1dKy3G/8gNGznX2hl7v5UpOUi20MsE4oZXfXgA4eH9JrLl6k97/4zGofzqRGKC1m1u/tkWdTD697u2s7jXQ8Q6Ou/urH67TjSL/+9vqzdP7CabouhFr95XNa1Tec1KHjlckyKvZAxJQ0lMNtGw9qztRGXbQkvIeb5XNa9WylMoz8HkZFyhR82Ydfrp8TddPjHXrw2aP6y2uWq95x9PunD2nlwjbVJxw9Z9lMLZ3ZrMFRV3906WKtTpf0TKlP6E3PWaLO3mH9ZsNBveyCBZmg3luuWKoXnjVbO470Zx7aK13mcGxgVDsO95clo0SS5k2rQoaRZ4v2MHIMmReFbtt4QC0NCb3sgvl663OX6mUXLCjb32WM0TVnz9W0pvrMa1etmKWlM5v1wRvO1hmzW7V6SbvW7enW0Kird37/CX3i1qeL/r5dR/r1hq8/rNd85cEJ/f3HBkbVO5Qs21SgxTOmaEZLQ9k3JieSYcRieeKODY5qOOlpXlsqy3L5nKn60+ct0+XLZgZ+//kLp6mja1A/fnSPNu5LDS/we2PVgj1dAxpxPa2YU54g/qLpzWqsc8q6YTbqeqov8j6fYBpsSdsOpZ5L3/yc0zR3WriDLqKGDKMYGHU9veN7j+t5K2ZrOJlKFX3ZBfP19ft2amAkqeaG/NPg3367Vft7BvX5111YkQyacvHLxj716pV6w2VL9NbnLg3l9y5P31i2dfYGTkMJW7EHouyUtLIfAmLiaN+w7t56WK+5eNEpZ+LlWj6nVTc93lGRrLwTnpLGg9QJOT40qk/c+rQuO32G3veiMzW/fYo+/LMNmV4v9QlHd/3tC2Rtaof/lnX79J0HUwvIa86eo4aEo2lT6vW+F2XT/xOO0bfedqmslTbsO6ZXfOkBdXQN6Jz50yryb3qqo0dv/26qb9Kp9rgrxn8YreSkNLdIObOU+m/DXkOW61ndvumQXnj2nKKT0MqtqT6huz/wwsznqxdP148e7dCt6w9oJOnpnmcOZzLv3vPDJ3Xhona94+plkqR//lVqOuHQqKeRpKeGOkf/eMtGjbpW//qq8/XpNVvU2TusOdMadbRvRG9LPw+Vo/xSSgXEVi9uz5SrlovrWTUU+e9F2f6J89+f5k1w8fyWK5bqR4926EM/2yBJuuz0Gfr904f0mw0H9A+/2KjZUxv187+4Uus6evTeH63VrNYGfettl2pBe+q8e2xXl/7+5xv1/T+9LPTJlBPhl4qFVYJfKOEYLZvdWtaStKRXqul16iPXQDC/ZPaMMv33jxICRjHwtXt36O6th7W9s0/nzJ+m02e1aOWidkmpZqWF6fFfvCs1yvV5Z87Sq1YvCvydnb1D6jw+XNZU41N1pC/VmHrutMZQf69/Y9l2qE/PWzE71N8dxPVsZpcgF7tnCNP9247o2w/sVNLz9JYrTgv1dy+f06qBEVf7jw1pYXt5Fii+E56SVtajiZ47nj6k3qGkPnjDWXIco9dfulhDo25eo2hjTOb/Xz8As3h6s6Y21etzr71Ai6Y3q725Ie/3+j/jN+Dt6B7U3u4BJV2rpafYd24i/6au/hG995rlZWt62VDnaFZrgw4er9xEoVLZF0YsInI9urNLR/tHQh+rfSpWpbPdvv3gTkmpHkt3benUhYva9ev1B/TE7m69/arT1TUwonueOaxls1u043C/bt98UNs7+/S9h3ZLSgUO/Z5MvuetSJUcl6Phdeb4F7frji2d+u2mg3rxOXND3YTwlc4w8rMrOM/Hs+fogDxrMxmQE90MbapP6OtvuUT/+8hunTajWQunN+sd33tc//CLjeodSupo/4jueaZTj+zsUu/QqPqHk/r7X2zUN996iYZGPf3t/z2l3UcH9OD2o3rl6oXl/CcG2lbmgJEkrZjTqifTpaVhs9amqxCKNb2mLLOUbYd6taCtqeLl77WIkrQY+Nb9OzWtqU57uwd115ZOXbZ0hhZPTy3acntGSMpkIEnSV+7eEfj7kq6nP/n2Y3r91x6e1M3tDvemMoxmtYYbMJrV2qC2KfXaXuZmjj63SFmBMUaOoSQNp+7Q8SH98Tcf0R1bOvW+F52pFSH3WFlRwcbX/pQ0Z5xMJiNStU/Gmg0HNXdao1YvTpUsGmP0J1eeXnThuWRGs5bObNbKRanNhVesWliyl8P05nq1Ntapo2tA7/7fJ/VXP14b/j+iwNqOHp05d6r+5rqzVF/Gppfz2pqq0PS6+AQpTv2s+7cfVp1j9IKzyr8JNFHLZ7dqRkuDNu47rtlTGzWrtVG3bTyYGeRx4NiQntrbo9s3HZJnpY++5BxJ0nt+uFb/8fttWr2kXZctnaGbHt+rc+ZPywSJpNQkLKm8AaPnLk+VMb3z+0/o6/cFP0+eqpJZdJmy/bL81ZHygZ8+pdd85aHMVL75J5A9v3xOqz728vP0titP1/NWzFJLQ0JH+0f05itO0/Tmeq3ZeFBr9/TogkVteu+1y3Xnlk49e7hfX/j9M9p9dED1CVP2TLRinu3s0/wyBwyWz2nV3u5BDYyEPyFzvA0y/zGIdUKw7Yf7tLxCPQVrHSG1iOsdGtXR/hG98/nL9I37dqqxztFfvmiFGutSD8Ud3QP6z99vU2tTnfqHk5m+EWfMbtEznb36n7uf1a0b9kuSrlo+Wx+68Wx976Hd2rQ/Vat837YjmeZ4k4HnWX3gp+v1x89ZkgkYzZ4absDIGKMVc1q17VDlmvgWuxkkHEOGEU7ZriP9kqT/fsNqvfzC8Pt2+AGobYd69fwzy7sgm2gPIybonJju/hF94KdP6Z5nDuuNly2ZcLaAMUa3ve/qCQdijDFaNH2KHnr2qLYe6lVjnZNu6lmeUkbPs1rX0VPWfjW+edOatLe7chlGpZqh0sMo3zOH+rR0VotaJtFOs+MYfejGs/V3P12vtin1uuz0GfrF2n3acaRfy2a3qKNrQLdtPKjNB47rtJnNuubsOZmf/eE7LtelS2fISNrXM6j5bVOUcIz2dQ/q6s/dpd9sOKi2KfV5PZTCdvFpM/TIR67V3/9io/79d8/oZRcuCD3DNOmWyKIjC3vCdh7p15G+Yf3nHc/ImJN/bm6qT+iFZ8/Rr9cf0MsumK/eoVH9Yt1+jSQ9/dnVy/S85bP1WW3Vr9fv1zfu26E3XLZEOw73aW1HjzqPD+mjv9ioz/zhBZrR0jD+XxaCbZ19Zc0ukrIbZjsO94delZGZClvk/upfG2STjuV5Vs929uuyy4L7cyEfGUYR19GVeji9YGG7PnjDWfr861ZpYfsUzWxp0JT6hG56fK++8Ptn9IlbN+vff/eM/u+JVNryay9ZLGulz/52i3oGRjUw4urbD+zUqOvp3m2HtXxOq6Y11WV2uiaL/ccGdfOTe/Xr9QcyAaOZLeEGjCTpnPnTtHn/8Uy/lHKx1qZSrotkSzjGsHOAU9aRXsSWq8R0RkuDZrQ0lH3EsjTxKWl+EyMun4n5l1s36+6th3XN2XP0lhPsB9dUnzihgM+158zR1nRAfjjpaV/6/Dw+NKrHdnWp83jxLJ3hpKtDJb4upR4U/aEPO470q3comWnOXU7z2pp0cJxjC1PSK94M1RjO/VzbO/syC7vJ5LUXL9J7Xrhcn3jl+brx/HkaGHH19IHjesfzlum5Z8zSL5/ar4eePaobzp8nY4w+84cr9bnXXKDnnjFL9QlHdQlHp81sUUOdo4RjtGRmNqPo2pwAU7nMndakD95wtoaTnu595nDov98t0b/Ff88hMFra0Kirzt5hzWpt1NCop9mtjaeUafmuF5yhP7t6mS5c1K43Xn6aRpKpFK9Vi9t1xpxUefG37t8pz0p/e92ZWrWkXZv3H9Ov1x/Q7zYf0kPPHp3Q37O9s1eP7erSY7u69OSebo0GNPTs7B1S0vV08NjQmIoIz7PaXoGAUaaNRRkaX4+m0+eKvc9TklZcZ++wBkddnT67vCXvUUHAKOL2pDOGlsxo1p9dfYZuOD81JcwYo+VzWvX0geM6c26rFrRNUUtDIv016dXpWmJrpQ9cf5be/6IzNZz0tOVAr7Yd6tO586fp2nPm6u6thyfVzdj/927r7NORvmG1N9eroS7803zV4nb1j7hlL7Hx3+SL7RInHFP2oBWib0/XgIxRWfsLnT1vqu7bdkSDI+UtY83suI3Xw8gvSaMwZ1xbD/bqZ0/u0zufv0xfffMlOmN2eR+w3/PCFTp9VoumprM9th9OPWj/7U1P6bVfeUiv//rDRX/2329/Rtd94d6S74s/fXKvXvhvd+tw77Ae3dklSWWbjpZrftsU9QyMVqSU2/OsPFs8cOoYM6nu3dU0nHS1+2h/2ReOJ8MYo7+9/iw9Z9lMPWfZTM1qbdDlp8/QH12yWDeeP08Hjg0p6dlM76U/unSJXnvJ4pK/0y9N++hLzyn78UupjPX25nqtK8PEtGTJLDoWyxPhZz1+4PozdcbsllPuGXfegjZ95CXnyHGMVi1u1w3p6cQXLZmu5oY6LWyfouNDSS2b3aKZramJrKOu1Q8eTvXcmkhgZffRfl33hXv12q88pNd+5SG9+ssP6keP7sn7nh2H+3T1Z+/Sn3znMV3z+bv16TVb8r6+/9igBkfdsk1I8502s0V1jinLemG8551MSRrv9WN0pDeN/BYtKI2AUcT5u6hBkzC+/pZL9IO3X66b3/Vc3fqXV+mev3uhWhvrtHh6s+ZMa9Ky2S1qSDi65uw5mYfpB589on09g1oxp1UrF7apq38k01x6Mtibzqh6trNPh3uHNTvk/kU+//+PtWVqZOdzxymvSRhK0nDq9nYNaP60prIEV33vuWa59nYP6j/v2Fa2v0NKZVVIxVO0fZmkPS6fcd264YCMkd723NMr8vdNaUjop39+hX7xnislpQYM9A6N6u6th9XckNCOw/062jesB7Yf0bt+8IS+lB7U4HlWv3xqv44NjmbKq4M8/OxRjbpWWw4e122bDmrJjOaKBAv8yUOV6GPk3xdK9TBiIZ2y80i/PFvexrdhqE84uuU9V+mbb7tUjmP04nPnyjHSgrYmXbho4tmhX3zjRXrkI9dqZpmejwoZkwoc3P1Mpz78sw1634/XqrM3nGsgWbKHUeoji+XS/PfK5XNa9dM/f66+/KaLQv39X3rTRbrjb56faaTtX2f+QIQrl89SQ52jHenS+MLASu/QqD615mnt78mW8/5mw0F5VvqfN12kH7z9ck1vrtemfcczX/c8qw/9bIOGRj3dt+2IBkZc/Xr9gbyNhEo0vJZSAw9Om9mcGeEeJv95J1HkeSfbx4troJB/3pezj1uUEDCKuI6uAU1trFPblLF16vPamnTVilma2lSv9uYGzWpt1HuvWa43Xr5EkvS25y7Vnz9/maY21Wth+xTNam3UzU+mStaWz2nNvMn6b+5+2mk1+RHjfT2D2nW0P/T+Rb7TZ7WobUp9RUbGSiV2iR1K0nDqOroHtKjMN83nnjFLL7tgvn706J7A1PGwTHhKWvojV8/4btt4QJcunVG299MgM1sbdcbsVs2e2qhtnX26c0unRlxP77lmuSRpXUePvnbvDq3ZeFD/dvtWdfamGgD7Y6FL7eb679tP7O7Wg9uP6MZ0OU+5+QumA+nyiML37uHk2NdOVvbeEfyYlzn/WUyXfbR2mBa2T8k06J3Z2qh3XL1M77lmxQmdv21T6jV3gmPTw7JqcbsOHR/Wjx7do1+s26//S09tOz40qq7+k990dEv2MCLDqJSk68n1bE6mRbOmtzSEPigm4Zi8rFS/9NMvA25trNPVOROHC9+7P7Vmi756zw797f89lXm/um3jAV24qE03rpyvq1bM0plzp2YG0QyMJPWtB3bq0Z1d+tdXrdSrVi/UK1Yt0JG+YT2xu1tDo64OHhvS9nQApxKlqCvmTNUzh3rVNxxu42s/w6i+RJ9TiWsgiF+RUu7JvVFBwCjiOroHtWhG84QfJt75/DP0588/Q5L0liuW6q+vO0tS6sa7ekm7nvHfYOe2asVcP2DUq4//arOe99k7M32DqiV3V3nLwd7Qb3w+f8es3AGjzO5Bkf9+NL1GGPZ0DWjx9PLvsvzBhQt0bHB0wj0KTsaES9IyI5fLdiiR8OzhPj1zqE83psuZK23FnFZt3n9ct208qNlTG/XWK5Yq4Rg9uadb6zp6dNGSdlkr/XbTIf1u86HMf/dtRQJGPQMjmZ3s7z20W0nPZkq1y80PGO3rGdS1n79HH/3FxszX+oeTuujjv9M//2pTKH+XH5Qdb4IU53+q4bUxKnupZTl8+MZzMpt8k5mfTfKGyxZr1eJ2rdl4QE/u6dZln/y9Lv7E7/TjgnKiiUp6tkT/ltRHNtWC/en3HtcH/u8pdXQNqLHOqdiGwFnzUiVgF+VMy3zJytR78MqFbdpxpF/J9PvXQ88e1Q8f2aNz50/Tg88e1U2Pd2jjvmN6au8x3ZAuw5RSwd5th3q1t3tAV33mLn3i1qd11fJZesNli/WFP1qlT75qpRrqHP1mwwHd8B/36jmfukOf/M3TmtXaoOkVaLB95ryp2nV0QFd86g4dHxoN7feO1/SaLLviOroGNW9ak5rqE9U+lJpAwCiibn5ir/71N09r/d4eLQkoRzsZ73jessyfT5vZonnTUqMof/rEXn3rgZ06dHxY//SrTdp1pF+fWvO0vv/Qrsz3dx4f0vce2lX2G/eergHNnZa96ZXzBrhqcbu2lmHHIJc/DrZ4Hwp2DnBqhkZdHTo+rCUVSMu9+szZam5IaM3Gg2X7OzIL5QmWpNHDqLTb0v+tKhVUKXTVilnafOC47tjSqevPm6uWxjqdPW+qfrE2VXr22ksWa9nsFt228YCe2N2t8xa2ae60xswu9Z6jA/rhI9nFqB/kb6xz1NU/ovltTbpwUXtF/i1+Sdovn9qvfT2D+tGje3TftlQj4M/f/oz6R1x996HdRX/+/m1H9OD2IxP6u8bNTmUhkfFUR4/OnDOVhUMZXb1itr71tkv08Vekmndv3Hdc7/3hWs1obtClp83Qv/x6c17J0USVmqDIhKjiRpKeHnz2qO555rA6uga1aPqUimRZStIrVi3UD95+uc5b0Jb32nf+5FK9+YpUk+w9XQMaGnX1oZ+t12kzm/XTd12h5yyboU/c+rT+6sdrNau1UW+4LNura8WcVh0fSurdP1yr4VFXn371Sn35jy/K/JtSWUyz9KNH92jX0YFMAPPYYHjBm1L+35VL9YHrz1LvUFJ3bemUJB1Kr4tOJctzvKbX2Sw7roFCHd0Dge1aEIyAUQQNjCT1dzev17cf2KmBEVdXLZ8Vyu+97PQZeufVy3TDefNUn3BkjNEZc1r11N5jWjKjWW+/6nTduv6APvyzDfrqPTv0D7dsyjy0f/Gu7frHWzbp+w8XfxgOQ0f3oK5cPktnzZ2q5oaELs7ZwQjbqvTO9vq9PWX7O7L9WJiShvJ4Kr2A9jMGy6mpPqHnLJupJ3eXr/eXX5JW7AHK568xeI4qbc3GA1q1uF3z26rzYOU38x1Jepk/P2/FbO1LLy5XL2nXjefP08M7uvTU3h6tXtyu5XNatb2zV0nX07t/+KQ+8vMN2naoV55n9T93P6upTXW6Pt2I9frz5sk5gQlup6KlsU6nz2rRvc8cVlO9o/ltTfrGfTvVN5zUDx7J3huPDYxdxHR0DeiPv/mI3viNRyb0d413HWSboZ7gPyJirLVa19GTWUCiPBzH6Jqz56o+4ejlFy7QnKmNGk66+uxrLtRnX3OB+kdc/Xr9/hP+vaOuV3KKrMQ5HuTpA8c1kvR0tH9E928/ojPnlrfxc66GOkdXrchflyQcoxecNUcXLZkuY6RvP7BLDz17VLuPDugfXnqumhvq9OlXX6AZLQ3qHhjVZ1+zUu3N2cyg5enG1U919OiDN56t11+2RNOa8ltx3HD+fA0nU5Mjv/W2S3XFspn6u+vPLv8/WFJ7c4Pe9fwzNHdao9ZsOChrrV787/foH2/ZlJkIejL8DKNSww2k7OYzsvZWKLM+KuqqfQAI34a9x+R6Vl9/2yW65uy5of7uD78kf6rGijmteqqjR5/+w5WaN61J37x/px7acVRXLZ+l+7cf0W0bD+g916zQznQJwGdv26LXXLxILY3hn3pDo64O9w7r9Jkt+vfXrQr99xdald6VXtfRo+eeEU5QrpC/S+yUKknjaagsPM/q9V97WC+/cL7efMVSSdKbv/mIzpk/TR95SWWmy5RTd/+I/uBL96u1MTVJ8OozZ4//QyFYNH2KHt/VVbbfP15mRRY7b+PZcvC4Nu47rg/fWJmH6iCnz2rR2fOm6tDxIV1++gxJ0rtfeIa+cs+zklK9IW48f76+dNezcj2bWfjf9HiH/uP327Rh3zFJ0pqNBzWztUGP7OzSZ/5wpfqGXf3yqf0VL7X75z84T2/51qN6wZlztGRms779wE79ct1+jSQ9/eU1y/Vfd27XU3t79L+P7NYdT3fqdZcu1r++aqU+cevmzO84PjQ6ZjFUaNweRuw8S0o1vD42OFqRKXlIWdA+RY9+9EV5ry2eMeWkSvxTJWnFzvHUx7if40FyB7b0DSd13XnhrhVO1vI5rfp/V56ub96/UweODcox0hVnzJQkLZ3Vons+8MLAn/M3vC45bbr++PLTAr/nxefMVZ1jdOXyWZrR0qAf/dlzyvOPKMJxjK4/b56+99BuLf/omsx79Lo9PTp73rST+p1+RnWxa8B/mWsg33DS1YHjQ2Xv3RklBIwiaG36prtqcfmya3zvesEZeuFZczIBk7PmTtXWQ71623OXqn8kqTUbD+ovXrBcT3X0aEZLg7r6R7TzSL/OXzjxiR4TlZ0IV5k3gOktDTp9VovWlmFUrG+8STcOU9LKZv2+Y3p0V5cSjtGbr1iq7Z19um/bEd237YimNtbp5Rcu0MCIq5bGhE6beWpjaKvh0V1d6ugalDSoF50zN9NItdzmtTXp+FBSAyNJNTeE/3dmHqCKLJR9fkCJy2csz7O65al9+ub9OzW9uV6vuXhRVY/nM394gfqHk5kyw6lN9br1L6/SwWNDSjhG5y2YpkXTp2hv96BWLW7XGbNb9b2HdumLd23XdefO1dH+Ed385F4d7RvRc8+YqdddsljHB5NqbUzosnQQqlKuPnO2/usNq3X+gmnqGRzV1+7doU+vSfXSePtVy/Tfd23XbZsO6rebDum0mc364SN7tGpxu+7c0qlz5k/T0weOa33HMc1vb9LgiFv0Xjpe83fKdVL8IMUqAkZVtWrx9JPaSEi6tkT/FiZEFbOuo0ezpzaqd2hUrmdD31w+FX957Qp976Fd+v3Tqfe8iWwwz53WpM+95gJdtWJW0YzRtuZ6fflNF2lZFXuVvesFZ6h9Sr1ca7WgfYo+s2aL1u7p0esvW6KhUVf3PHNYLz5n7oSzXsfPJOV9Psj+niFZKy2eTknaRFGSFkHr9vTotJnNmlGBRm5nzG7VSy/INp577SWLNHdao65aMUvXnTtPm/Yf12O7unR8KKk/uHCBJJUcd3wq9lRhROLqdOPrck2aGS/dNMGUtLJZs/GApFTJoetZ/XZTqpfLstkt+vzvntHHf71Zf/6DJ/TXNz1VzcM8af5CKeEYvebihRX7e8s9WjzpWjlG4z5w+QvpJNfPGOv29uj9P3lKWw706l9eeX7Fxm8Xc+Hidj23oLT6vAVtuvac1CLHGKPXXbJYp89q0Wkzm7VyUZvee80KzZ3WqH955fl69UULtfvogOoTRp969UoZY9TWXK8/unRJxfp25PqDCxdo2exWrVrUrmWzW3R8KKlXrFqotuZ6nb+gLdMA+Ktvvljnzp+mD928XqOu1YfSmV5r93Tr/T9Zp9d/7WEdOBbc98Ud597B+Z/KwvrfR/ZoRkuDVsypXEkOxlq9uF0Hjg3p0PGJ3xestRpxPTWUKNmXKEkLsuVgr1YubNPzVszW9efNC5ykXC1tU+ozm9AnUir62ksWj1s6fd1586o6DXF+2xT99XVn6QPXn603XX6aVi+ZnnkW+8HDu/XO7z+hHz028Qbw42UYcQ0E89ehlejdGRUEjCLGWqu1Hd1Vq8d/+1Wn68EPXaum+oQuWZrKcPr2A7skSS+/MBVY8kd4Ftq8/7he/7WHJjxidWjU1R9/4xE9vCM1cSmVLaGKNjFbtaRdh3uHM/00wjZeeU1qSlpZ/urY++3Gg2qoc9Q/4url/32/vnTXdq1e0q7b33e1XrlqgR7ecVR7ugb0xO7usgU/ymntnm5dsKhNW/7lhrxpI+XmT4o6eAILgxMx6nnjNryWsteUS3H/GLuPpkqIf/HuK/WyCxZU+Wgm5r3XLNcdf/38TADo/S8+Uw988BrNndakN11+mtb944v10IevnVTZgI5jdNtfXa0n/v5F+vuXpspc//6l58izqdKMs+dN02dfc4GMMZo3rUnPWz5LZ8xu0a0bDmj93mPqG07qE79+OvB3j9f/zg8YuTV8A/nP32/LlCaejJuf2Ksndnfr7196zgRKWFFOfobXK7/0gK7/wr26beNBvfmbj+i+bYf1p999XPc+c3jMz/jPR0UzjCjHKepo/4jmTG3U1958sf7r9aurfThj+KXCqyPeW2zV4nY905kanuMPA/nUb7aoe4LroOw0TKaknYiOClekRAEBo4jZtP+4Dh0f1pVl6qkzHmNM5sHr/AVtqnOMbtt0UHOmNmr14uma1lSXCex4ntWWg8clpd70XvJf9+nhHV2ZhrjWWj2y46gefPZIYBbNM4d6df/2I3r91x7Wvc8c1o7DfWqqdzS7grvhfmDuZGrvJ8IvNys5JY2tg9B1Hh/SrqMDet0lqVKczQeO67lnzNQHrjtLdQlHl50+UwMjbub7/eyjYrr7R4pmApwM17PadgqNEl3PasPeY1q9uL3ozlS5+DuA5Qqyua4tWoaTK0GGRVH+e3Q1d2JPlDFmTFZZ7kKyvblhUk7BaqhzNLO1MRPounzZTP3rq1bqo+kA0vkL2/TZP7xA//QH58pxjF590SJtOZi69q8+c7bu3toZ2McuOd5mQ/r/m1o9/621+s6DO/X9ElPlxrO2o1szWxr0qtWVy7BEsAsWtun/XXm6Ll06Q/0jSf35D57QfduO6O9+ul6/f/qQvv3AzjE/ky3HKZ1dUa4M8FplrVV3/4hmtDQEvm9OBi+/cIHeefUyXV+l6ZyVsjo9POd3mw/qid3duvrM2eobTuqRnUf14PYj464t/CqEYiVptVyW6XpWWw+e/HNuKXu6UhnHc9MZ7xgfAaOIWbPxgBKO0YvPrX498pSGhM6en0rz9ifRLJ7RnIns/t8THbrhP+7T9s7ezJhJSZlsnfu2HdEffe1hvfHrj+iegN0lf1EjSW/51qP67kO7tWh6c0VLDM6eN02NdY7WlamPUWYHrcjuAU2vy8PvA/aq1QtljHTm3FZ9/S2XZMpi/EBhnWO0bHaLvvvQLg2NukV+m/T+m9bpT779WGjH94u1+3T9f9x70uWd2zp71T/iVqVvh1+SdqBcJWneiQWMuH7G2tM1oLnTGidlgCUO3nj5Er3wrDmZz//w4kWZLMB3PG+Zzpk/TRcubterVi9Q/4irbZ1jH6r9hUSxe0ddjZ//e7oG1D0wqn09g+rsPbn3ksO9I5o9tbEqZYnIV5dw9I8vP1f/9YbV+vKbLlJ9wqi9uT5zn7h/+xEdH8qfHjjilh4pTjlOsOODSSU9W5G2FSerpbFOH37JOZOqVK4c/GfJf//dM5Kkv7v+LNUnjD5z21a98RuP6JVfekA3Pd5R9OejXJL2syf36ob/vLcsQaO9XYNa2D6FzNITQMAoYtZsPKjnLJuh6ZPkRuC/GfrppYunN+vurYf1D7/YqP97fK8k6bFd3XlvCH4volvXH9CU+oQcIz22q0s9AyN6/0/W6e3feUwdXQOZ7/vt+67WufOnpX9/ZRuYNdQ5On9hm57MmTgRpmwPo+Cv0/Q6PNZafeLXm/XQs0e1dk+P6hNG5y1o02MffZF+9d6r8hYVZ85t1ZT6VED0Yy8/TzsO92dKI3706B79b3pE9i3r9unfb9+q+7cd0bbOPo0kPd228YDe/M1H9B+/Tz0g3L21U2/+5iP61JqnJ7wTunH/MXlWenx3qknoziP9+tv/e0p9w8kJ/bzfqL0SjfELTWlIqG1K/Qn1qjgRo643oaypWl8wl1MH42YnrYY6Rze98zn63v+7LHP9Bg1eyG42lG56nazRkszcnXd/w+ZnT+7V9x+eeMbR4b5hzZ5a3f5cGOuCRe16+MPX6stvukiStHRms0Zdqzuf7sz7vmxQtHgGtsR7fKGj/cOSNKkDRnHR3tygZbNa1NE1qDNmt+j8hW06d/407TzSr7nTGnXp0un6xK83F23VMepfA0WDpqmPtZhl9+jOLlkr/WbDgdB/d0f3AOVoJ4iAUYT0Dye143B/2Ua8n4zXXrxYr714UWYSzfz2VHbB9x/ercfTpWfr9vRo++E+LWyfohVzWtXRNaCk6+n2zQd13Xlzdd6CNq3r6NHHf71Zv3pqv+7Y0qlbNxxQR/eApjfX66x5U/WydH+kYiOEy+k5y2boqb3HJlxzfCLGG41M0+vw7D82pG/cv1Nv+PrDemD7EZ07f5qa6hOa1dqoxrr8TIu6hKP3XLNcf3rVMj3/zNl63opZunX9Aa3d062P/nyD/v4XG/Xknm791Y/X6b/u3K6kZ+V6VruO9usLv9um+7Yd0Zfu2q6hUVdfvHO7Ht3Zpa/es0M/fqz4TlKu7Z19klILRdez+pub1umnT+zVbRuzpXEHjg0W7a21bk+P2pvrtXRmdW6Y89uaMjvHw0lXAyMTC3RNRGpqDiVpp2Jv9yAPU5PY1KZ6tU1JXb/tzfWBGa5+ICgxTg+jZA31MOofTmo4mcrkXLunR1PqE6pzjNZ29MjzrD61Zos+/ZunS2Z75jrSS8BosprZ2qjLls7Qay5epM+/7kIlHDMmky7pZ1fUFethxISoIH7wgYDR5JDdWJ+f9/kN583TR15yjo4PJXX/9iOBP+u/zzcU7eOV3hgL+RoYGnUn/D4rpQJW/eNsaO4+2q/DvcOZz/1M/9zn2rB0dBEwOlEEjCLEL/WaTF3fL1zcrs+99sJML4lF6V3r8xakMoIWtk/R2o5ubTvUpxVzW9Mla4N6dGeXugdGdeP587Rqcbse3dmlnz25T+96wRlaMqNZ6/b05F3w16VL8E6fVfl/+w3nzZfrWf1u86HQf7f/Jl9ql5gMo3DkLro27Dumi04rnX3z7hcu1yvTvS8uXTpD2w/36aM/36g5U5s0b1qTPrNmSyYo0Zh+oL1900FtPdSr5yyboVHX6u6tnXpiT7f+4gXLdcWymfrXW5+eUK8jP2C0rqNHv9t8SE+mM6JuS092u2XdPj3303fqyk/fqfV7e8b8/LqOHq1a3F61Uoz5bU3a2536d374Zxv0+q89HNrvTpWkTSTDKPU97D7nG0l6OnBskHGzNcAYowsWtWvDvmNjvjZehlFdjfUw6h9O6iX/dZ/+9v/WS0plHV+wqE3nLpimx3d16Yk93TrcO6z+EVf3bQteXOWy1qYyjKo8ARDF1SUc/dtrL9TFp81Qa2OdeofyF5yZkrSiDX/9HkblPc5a4weMZrZw7k8GlyxNbai/ZOX8MZ+fv7BNTfXF215kml4XLUlLfQz7bf7Pf/CE/vwHT0z4+//mpqd09WfvKlo+/G+/3arnf+5uXfWZO3W4d1jHh0b17OE+LWhr0tZDvdpxuC+sQ9fWg73qHhit2oZprSJgFCHZKWGT9yJ40+VL9PO/eK5+/hdX6qd/foVee8kiPXOoT5sPHNfy2a1aPH2K9nYNaM3Gg5pSn9Dzz5yjVYvblfSszpjdovdcs1yrl7RrbUd3ahc8HYBaPmeqfvWeq/Q3151V8X/T+QunadH0KZkx7GHyJzgVb3pND6OwrOvoVkOdo1vefaW+9MaL9L5rz5zwz65anGpcuPnAcb3p8iV6ycr5enRXl1zP6r3XLNcv3n2ljJH++87tkqQP35hqaPuZ27bKWuklK+fpU69eqVHP0zu+97g+/LMN+mqR6T+9Q6M6cGxIzQ0Jbd5/XPdvP6zGOkevv3SJ7t12RB/+2QZ97JebdHp6GtT6vcfUP5zU5367Rf/0y03q6BrQM529VZukKEnnLpimbYd61TMwojUbDmr93mM6NjA6/g9OQNLzJpRh5K8xamXBXCn7ewbl2cl9H0HW3KmNgeUK4zW9nmwlmf/7yG49feB43ms/X7tXT6V3mT/3263afXRAt286qGcO9WrT/uO65uw5euFZc/T47m5976Hdakg4mtpUV/JevHHfMd38xF4dH0pqJOmRYVQjpjaNDRglJ1iOU8sZRtZafeWeZ9UZYgl3JsOolQyjyeC1lyzSz//iuTo3vZH+kpXzdfO7rtDly2aqPuFo5cI2re0IbnsxOm5ZZvhZdkf6hnXvM4f18I6jmYDVfdsO69fr9wd+/51bDulna/fpaP+I/vmXmzOvbzvUq2/dv1Mb9x3Tl+/erstPn6HhZKq6ZH3HMVkrve9Fqefw7z+8W5/49WZ9/vatGhyZeGZTIc+z+uDN6zWjpUF/eNGik/49cUTAKCKstZkGuJN5Z7ipPqHVS6aroc7RJUtn6AU5jT39DKPe4aRuerxDLzhrtqY0JPS8FbN0/sJp+rfXXqjGuoRWLW7XoePD2nmkX4tmZP+tKxe1VaVJqzFGN5w3Tw9sPzqmKeOpyvYwKv5AVMPPQpPK2j09On9BqpnsSy+Yr7bmiTdbvDAn+HLjynmZyReSdNXyWTpn/jRNqU9oOOnpuWfM1IWL2zW1sU47j/Rr5cI2rZg7VUtntejjrzhfR3pH9JsNB/SpNVv0bMCuyrOHUyPPX7l6oZKe1c1P7NPKhW16w2VLNGdqo37/9CHNmdqor7z5YrU0JLS9s0+fuW2Lvnz3s/rOg7v0/p+sk7XSZeldrGpYtXi6kp7Vl+7arsF0WvO6gEyoYkrV4ycnOCXNzzCipDPfzqOp82syjZ9HcdOm1Afed8Zren0iPYzC6H9R+Dtcz2bKy/b1DOqjP9+oz9/+TObrxwZG9YH/W68v3bVdT+zu0ncf2qWLlrRrOOnpwz/bIClVwnHjynmyVvrVU/t13XlzdfWK2Xp0Z1fR4/jindv1wZvXa286I5uAUW2Y1lSv3oLzPMoNf33bOvv06TVb9I7vPR7a7zzqB4yaCRhNBvUJR6uXZDPaE47Rxadln89WLW7Xpv3HM++Xufz3+YZiZZllmBR4+6ZD8qw0NOpp68FeHTg2qHf94El96OYNmWO01mb+zv97fK/mtzXpbc9dqjUbD2TK2f78B0/o47/erP+551nVJxx97S2X6PRZLbpt40Hdu+2w6hNGN65MVZl8+4Fd+s6Du/Tfd27X52/fetLHvrajR+s6evSB68/STLJLTwgBowg40jesqz5zlz5z2xa1NCRqqi551eL2TH+j5XOmZsrphpOebkg3yp4zrUm/fu/zMm+ouW+sp82YHIuaG1fO04jr5U17C4NfblZ0NDJT0k5J/3BSV376Tv3o0T3auP/YSTeBbptSr+VzWtP/m5qXveOPJp+Vvjl9/BXnSZJOS5dP/uurVma+93WXLNbDH7lWv33f1ZKCa7e3pHfh33rFUrU21mlw1NWqxe06d8E03f/Ba/TYR1+k29//fJ05d6qWz2nV7zYf0vce2q23PXepVi5s0+O7uzW9uT5z3VWD///P1+/bqalNdTImvyTwq/c8q1d+6YHAn/3GfTv0/M/dXTS1eaJNr+lhFOzZdLnjivR5i8mtbUq9BkbczOLZlxwnO3WiGUZP7O7SeR/77bjjnUs5NjCqy/71Dv3wkT2SUv0vrvz0nTrr72/Tjx/dk3mfu3fb4Uzj/t8/fUhJz2r74T59/FebtaBtir79J5dpZkuDntjdrXPnT9OSmc06a+5UnT6rRVMb6/T3Lz1XZ86dqn09g0V3odd19CjpWd29NTV5dRaLhpowtalOxwsyjEbHGSluIpBh5Ac2n9p7LLRFf1f/iKbUJzSlgSmYtWDV4ukaSXqB08IyJWnjZBi5RfYFPM/qJf95n7589/YJH8/tmw+qPb2hurajRx/9+Ub1DSfVN5zU/ely4I/+YqNe/T8PylqrdR09unTpDF182nR5NjWk5Ut3bc9sft628aBWLmxT25R63XD+PD347FH9Yu0+Xbl8lqY21WeGJn34Jefoj5+zRN96YKd2Hemf8PHmum3jAdUnjF56wfyT+vk4q6v2AcTN0Kir32w4oFeuWphpRnaq/umXmzLNbU+fN7XmRsR++22X6vbNB3XRknaNuJ7+6eXnSsrW8xa6cFGbPvXqleofTmaaXVfb6sXTNXdao9ZsOKhXrFoY2u8drw8FU9JOzd1bD2tfz6A+eevTGhr19PyzZp/07/r3112Y2c1f2D5Fs1ob5Vmb2cX41tsu0eHeES2fM1WS9MU3XKQ9XQNauahtzO+a19ak1UvatWbjAb37hcvV3T+im5/cq9lTG/X7pzu1oK1JZ85t1TVnz9Evn9qvVUvaA4/pjDmtemrvPiUco/des0I/enSPNuw7phefO7dozXsl5O7qv+sFZ+gXa/dpXU7K9e2bD2ldR48OHhvSvLYm7e8Z1Ob9x7V0VrM+e9tWjbiePnbLJv3PH1885ne7np3QqNTsgrk2p0SVy7ZDfZrZ0jBpJm2itGlNqce444OjeTum/r2j2GJ6ogHT2zYe1MCIq/f/ZJ1uf//VgcHYUdfTL9ft10svmB+Y5fu7pw/pcO+wPnHrZj1vxSxtPnBcB9MlNndu6VT3wIhaG+vUN5zUXVs69fILF2hNOoi0++iAPGv1vmvPVNuUen3pTRfpyT3dunpF6r3aGKP/ev1qJT1P89qatGJuq6yVnj3cpykNCR3tG8kExw8cG8z8vX7PQTKMasPUpvoxQxz8oGjRLDo/wyjgHN+0/5iGRt28TI7JyG81IUmb9h/X+QvHPi+cqO7+kZraWI6702elNsb3dg/qgkXteV8br4fReEHTtR092nzguPqGk3rX888IXD8+sbtbj+w8qqtXzNa586fpid3detkFC3T7poP6yt3Pal/PoD54w9n68t3btWbjQdUlnMzmwL3bjujAsSGtXtKe2Tz99fr9+uo9O/SyC+brt5sOatS1Wp1+hn3LFafp+w/tVmfvsP76vFSg6M1XnKY50xr1Bxcu1K6j/f+/vfuOb6u89wf+eY62LEvyXrGdYWc6w9kECBBWKIVQKKuLTkoXXfdXuktv6e2lt7fj9hZu6R6U0VJaRgmjQNkhIQmJs7ftxNuWl2zN5/fHGZa8JDuJLdmf9+vFK7Ys2cfmnKNzvs934I9v1OLlQy14fn8zFAG8Z035iBlWsaSUeKqmEedV5MJtT76CgFQMGE2wh7bW4VuP7YHbbsElWqPm09HaE8ATuxpQ4LahqStgRJPTSYbNjHdVq7WkNrMJHzx31qjPF0Lg5tVlE7FpSVMUgQ3zC/DErlOQUp6xoJ1+MT9ScNGkCATDvOEdL73XRU8gDLfdjHNm54z7e8W+kQshsLGqAD0xK6IV+ZmoGKjAxMzcDMzMHTlDbtPSYtz5+F4tQ+h4XCPXD507E0II3LiqFK8daR0xW6hSC06tmZWN7Awrrl5ajF+9cgzXrywd52955nzo3JnYerwdt54/G0dbeo0V/2A4ihqtie/Oug5c4irAuv98HgBww8oZEEL99+Ft9egJhOGyxb+NhaIyqWAYM4yGd7ilx7iwo9Snl852DgoYJe5hpDW9TjAlbb+2qn2stddYKR7sv54+gPteOor+cATvXVM+5OubaxqQ67Khqy+E379+HK09QXidFpxXkYuXDragOxDG7Rsqcf+WE9hc04iL5ufjpUMtxnUNAOOGYu3sHKwddJ6ODbrr++6OOh9+9vxhtPcG8eTt56GyINPIYjQpwsiYYtPr9OC2m7Gvb4SStATlOMOd4u98bA/2nurC059fbwxjSUV6qwkAeONo2xkJGLX1BpHD/kVpo9CjTpdu7ByaVa2f50eakqaf/0fKTtMHpdS2+7G3oQuLiuP3r+OtvXjvL99AfyiK5/c14z+vW4Lu/jCqy7yIRKN4eFs9zq/Mxa3rZ2NfQxf+dbAFHb1B5GXa0NoTwH8+tR+AmlU+KzcDigDuffEIMmxmfGdTFeo6+vB2nc/I7i/yOPDNqxbi+5v34zItYOS0DtwjzsrJgMdhwX8/exA+re9lVoY1qYX6+o4+1Hf04eMXzEn4XBqKJWkTTL9BfeoMjQnUL4C+eKna7DkN40VTxvzCTHT3h+PGQg7nhQPNWPMfz2HT/76SMNijr4yZRvgfyylp49cfiuCF/c1YqU1Du2RhQVKrFMm665rF+PFN1eN+/XvWlGN+YSY+ef9bePlQK7511UIs126aNmpvpOdW5GLb1y9FfqZ92O+h3zzpKb2l2U5s/8alw970TbRvXbUIj3/6PJhNCuYWuNDaE8DPXjiM9d9/AQHtuNhR58P92koVADz29iksmeHBSm1VuGO4Zr+RKCxJZBjpF1KRNBorfrZJKXGoqZsBozTicQwEjGINZKeOrYfRy4dacP3/vYbGzn5EoxI7a324YK6azXOoqQd17X5c/b+v4JSW7XHK14dfv3IMALD3VHzTakAt+33pYCuuWlqEcyty8OSuBjy3rwmXLijAqpnZ6OoPQ0rgyiVFuGxRIV440IyndjcgGI7i4+sHLuyXJtmkf2ZOBkyKwN1P7Udzdz9sFgV3PLILkajEq0daYTUp2DB/IHKv//0otalNrwcHjLQsuhHO9yNlV0gpcbCpB73BCL72aE3czfRP/3kIX3h4JwDgT1tq8cn7k58ENZw3jrbhqp++Ap9/6HtVMmrb/ajId8FlMxuTRU9Xe28QWexflDaynBZYzYqRHRkrFNYzjBI1vR7+e2/e04hlpV4oAni6phGRqMSn7t+OlXc9h5V3PYcr/+dlWBQF71xShN0nO7H1uNofbnmZF3dftwT7v7MRv//waq3vUhZaugN49UgrLpybh5XlWdjX0AWrScHCYjfsFhPKsp2ISuCyhYXIyrCiWjuvx2bJ37CyFFu/dsmwWXCKIrC01AufP4QSr8Oo7EjGoWZ18WNhUWZSz6d4zDCaQG09Abx5rB0Wk8Bz+5qS7rUxmp11PpgUgauWFiMYieKcOePPkKDTo/f8eONYOxShZnfMKxx6Ynp+XzOaugJo6gpgb0PXqNOqBmr0R15BY9Pe8Xn5UCt6gxF85uJKHGnuwUUxNxGpwGpWcO/7VuC3rx5DkdeBW86ZiUsWFODxXaeSDvicX5mLL146F9em6DQIPRNPz4T6r6cHmhkWeezYUevD66E2lOc4caLNj/5QFNVlWUb9vM8fQumgP0U4IpOakqYHYRlwHdDSE0BXf5j9i9KInlo/uL9LogwjvVQttodRV38I//bnt9HUFcDX/1aDOzbOQ3cgjCsXF+HNY+041NyNYDiCXfWd+NfBFty8ugyvH2lDOCqR67IZWTtSSmw70YGlM7x4u96HYCSK9ZV5WFDoxgsHWqAI4JZ1M42fPTsvA5X5LlxRVYg/banF3Zv3I9dlxQ2rSvGdJ/didm5G0oEdq1nBzBwnjrT04qPnzcKiEjc+/9Db+Nqju/Hnt+pxbXUJblk3E/mZNswvcp+x1gB0dmXaLegJhOMyuAempI1UjiMgxNCAUUtPAJ19IcwvzMS/DrbgR88eRGVBJnz+IP77WbXx+l3XVOGXrxzF0ZZeHGrqRmXB2G8y/cEwbrrvDQDAG0fbjb6co5FS4qVDregPRXDRvHzUdfShLNsJsyLiso1OR2tPAHPH8fvQ5BBCoMhjR8MwGUahhG0r1H9jz/N7TnWiLNuJ3kAEde19+OC6WZBS4s3j7fjta8fx5O4GdfCLds69emkxWrrVapYH36xFpt2M2bkuCCHiSpD1e5n+UBTLyry4aXUZHtlej8UlHtjM6vMq8jNxvM1vLGJ+6NyZmJWbgWJP/KLnaFUay0q9eOlgC96xuBCBcBQPb6uDPxiG0zp6SONQk9qfsSKP+/54MGA0gV440IKoBD63oRI/fPYgXj/ShvVzx98zBQB21HVgfmEmHFYT3rd2aCo4TRx9Vf7//fltBMJRWEwCT95+/pA35sPNPcbJf2dtR4KAkbp6YDUzw+hMe6qmwShDu+A0j8OzZVZuBr69qcr4vDTbiU9eWJH06+0WEz5zceXZ2LQzanBGS06GFe9cUoTfvHoc4ajEHRvn48/b6nC0tRfLSr3waqujvr7hxolH4TQnfmtTFAFFpM5Y8VTwdp1aCjh3mEA3paaRMozCCZqhDleSef8btWjqCmDTsmL8fecpzM5TS2aXl3sxJz8Dh5t7jKy+nbU+3Ly6DDvrfMi0mXHDyhn4+UtH0ReM4Ll9TfjMAztw51UL4demIOrvc87HTbhl3UxUlXgQDEeRnWHFu5aVQAiBtbNzkJ9pQ3N3AB9cpzb1X1DoHnOD/mWlWZAS+OJl82C3KHhyVyMe3FqHIo8dX7tyAbxOK74bM2yAUl+m3YyoBHqDEaMMeWBK2sg3l4oQQwJGh7XG/l95xwLc88Jh/M/zQxv+PrL9JI5qTXmfqmkcV8DoyV0Nxsc763xJBYzeOtGBW379JgDgRzcuRX27H6tnZsGkCJxoG1+j31hSSrT2BNi7K80Uuu1oGq4kLaLea4wUYBFGhpF6DHT0BnHNz17FzavLsE5LMKgu86K2rRd/fqsee0914YK5efjfm6vjvmds8/WL5uUNG2hfUOSG1awgGI6iujQLC4vdWFEeP0imusyLnXU+nFeZC0CdxnrLurENLzqvIhc/e+Ewrl5ags6+EH7/+glsPd6R8Dr+cHMP8jJtY5qATAMYMJpA11aXoDLfhXmFmfj5v47gV68cw5+21OK776oa13i/SFTi7bpObFpWfBa2lsYqL9MGtzbJ49KFBdh2vB1f+ssu3H5xBe554QgiUqI824lDzd24aF4+Xj7Uih11PnxwlO+ZzNjYkaYf0MjCkSie29t0xsvQaHxKvA7YLQr6Q1H85KZluHhBAfpDEfzlrXp0+EO4oqoQh5q6jYBRrzZJqcM/zDjxaHIZRoBarsMeRgM21zTCbTcbJX+U+txawKhrcMAoyR5GsSWZT9U0YOkMD26/uBJ/33kKD8SsJlfmZ+KNo22o1c6XejbRjroOLCn1YHlZFiJRiWvvfQ31WibEP3Y3wuO0YFZuhtFE/bUvbzCCXFazgn/9vwuNlWGLScEzn1+P1p4gynPUvjKPfGJdUk3sY33v2sUIR6PGFKj73r8CR1t7UeSxI8PGy950lKll0nX3h4YJGI38Hm4SYkg5jh4wmleQifs/ugbHYwIxdosJ5939Ar7zxF4IAczOzcBTNY24XVt4eWF/M57Z24j/eNfiYW/SDzZ1494Xj+Du65bgYFM3rGYF8woysaO2Y8hzh/Pk7gZYTQqCkSi2HG1HdyCM0mwnzCYFrxxqPe0emZ19IYQikgGjNFPosWP7MPtQKBIdsewYiO1hpH7+7N4mhCJq82ebWYHVpGBRsRu1bX787vUTAID3ry0fso+VeB3Gx/92+bxhf5bVrKCq2I19Dd2YWzB8lvJtF8zBLetmDjscIVmrZ2Vj+zcuhcdhQbu2gHGoqTthwOhQcw8q8pg9PV5855xAeu0lAFw0Px9PaKsPGxbk44ZxNKE90tKDnkA4bsw8TR4hBCryXdhe68N715ThnUuK8NkHd+Jjv38LhW47clxW/G3nKQBAZYEL3f1h7IgZJT6cRBdEJmX4CSA0urqOPnT1h4c0T6XJoSgCc/Jc2HOqCytnZsNlM8NlM+PHN1XjjaNtmJmbgfedU458tx1FHjtaetQ+YZ3D9IUIReSoF1DxP5cZRrpQJIrn9jGImm4S9TAa+b0jPsOovsOPXfWduGPjfKOxaGdfCOdX5kJR1Pe2R3ecBKD21DjY3I2W7gD2N3Tj4xfMxjlzcnDlkiJ09YVQlu1AhtWMR3eehMNiwuWLBjIrvIN6p2QOmlbjdVrjnjOe0d9WswJrTItOffspfbkd6u1Kd38YRVpf3nCCfRxAXEma3gPpcHMPXDYzCtw27bptaPZQMBzFZQsLsHpWNu56ch9OtPUiw2bGh367FQDw6Q2VyM+0ob03iAL3QDnNI9vr8eiOk/jIebNwuLkHc/JcWFGehYe31WF7bQcybeYRs5WklHi6phHr5+airr0Pm/eovVkq8l0wKwJ9oQhae4KnFezRe2wyYJReCj12NHUGEI3KuOyeUEQmyLBT/9WPgc17GiGEuh888GYdFhS7YTObjAzQDKvJyP6JJYTAXddUwayIIY2xY912wRzUtvtHLBM1KWLIoJLx0N/3sjOsyMmwGkHgkUgpcaS5B+9afuamWE83vCqcJO9cMjAOfnd957i+h97werSSJppYVSUeZDktWDcnF1cvLcaG+fkwCYHffXgV/vCRNcaJvSJfvYiobffjbW2ldjjBBD2MWJI2PnovgPLs1J2OMt1UFXtQ4nXE1bJfMDcPd2ycDwBYXpaFL18xH0IIeB1aSdpwGUZainYyzIrCgJFm2/EOdPaFjIbqlB7sFhOsZgVd/WPMMBrUw+ilg+oUxssXFcQtbunXFwuL3MZrb1k3E1ICX/nrboSjEsvLspBhM+Nn71mOP3xkDX7+/pX4xIVzICXgD0awciYXtej0xGYY6QZGio9ekqZfIr3nF1uw+M5n8MqhVswrzBwxU+eieWqmwrc3LTKCnU/VqCPEdTtrfbjvpaM4/+4XcECbJKg/DqhBqUPN6sTJlTOz4A9GcO09r+HSH700YrbRgaZunOrsx2WLClGR7zLe35aVelGqXavUdZxeHyN9sSWXU9LSSpHbjmAkivZBi2Th6Oi9cGObXkejEq8casW7l8+A3aKgJxDGKq1krDzHiQK3DZctKhwx++d9a8txU4IJ1ZctKsRHz589ll/ttM3JdyUMGDV1BdAdCHPh4DQww2iSXL6oEE/efh6+++Q+I7W7LxjBd57ci1A4ijuumA+Pw4IfPXsQHzx3JvIz7QhHovjeU/vR0RvEpzZUYEedD267GbNHGc1NE+v/XT4Pt66fbazQ3/u+5WjuChhv9udW5OLFAy2oyMvEivJs/PKVo7jjkV147NPnDbuqr09AGGlkJptej49+0VXKgFHK+OqVC9AbCCeVbm81K8iwmoYtSYtEZdIlLCZFMGCk0dPdx9ovhiaf224ZUpIWSbqHkfq84229sJkVzMxRryf0xqJ6wOiCuXl44GNrYTYJrCjLwiuHWvHcviYsLfXiwnlDBwZUFmTib586Fz39Ye5TdNoy7ertSmxz94EpaaPdMA8ERXefVBdnj7b24jdXLRzxNT++qRpdfSEUedQynMUlHjy5qwFtPQGsn5uHN462YUdtB14+1IpgJIovPbILP7xhKR7eWmdkje+q78RJXx+uX1GKK6qK8KePWeEPRPDJ+7fjiV0NRmWAzx/E/z5/GJ/ZUGkEnpbO8OKkNhFtdm4GvE6rca1yoq0XywdVFUgp8bMXDuPCefmoKhk5+wMYyDDKZ4ZRWinU9sXGzn7kxrQwCYVHL8E3JgVGJXqDYQQjUVQWuPDYp8/DKV8fVmoDVIQQeOQT64wS53RSke/CA2/W4gdPH8At62YiL9OGQDiC7z65Dz5/CBaTgtWzsozn0vgwYDRJhFDT+paVenHfS0fRH4pgy7E2/EkbIb1khgcLiz2458Uj8Dgs+PB5s/DmsXb8Shtfa7easKO2A0tLvZzykUIy7Za4FHub2RQXlPjoebNhMyuYkeWAogjcdc1ifOz32/Dzfx0ZtjmxUZLGptdnVF17HywmEZdKTpPL47CMacS112kdtul1KMGKWyyzIoaMFZ+udtb5jJsTSi8eh3lo02s9w2iEmwn9JlufNFXX7jfelwA1C3pHbYcR7FEUETeF9fvvXoJvP74XX79ywYgBWmY/05ni1gNGfUMzjEa6PgLU/VYvx1lQ5Ma+hi58+qIKXDRMkFM3+L3ohpUz8I2/7wEAfOGyeejpD+Hvb59CS3cAS2Z48HadD597cKcRkAKAp/c0Qkq1/YBJEVg3Ry3zOa8yF5trGvH1KxdACIHPPLADLx9qxew8Fxo6+2BSBGbmOo0bW/0YKs9xIi/Thl+8dAzvXFIc9x735231+MEzB/HG0Xb88aNrRv07GiVpLl77pJNKrSfQWyc64oKCia539HNzVEr0BtQBBBk2M+YWZA4ZyDMjKz0XUCvzXZAS+N8XDmN/Yzd+8YEV2Ha8A79//QRKvA6c9PXhlcMtABgwOh0sSZtk1WVZCEclXjzQYqTUmRSBHXU+HG5WVxue3tOIpd9+Bl99dDccFhM2zM/HP3Y34GBTN/sXpZnzKnPx8/evNC7KL11YgHcuKcJPnz+MzmGyJZJres2A0VjVdfhR4nWMuZkqpQ6v0zJCSZocMatiMIUZRgDUFeqddT7e4Kcpj8OCrr5w3GP6fj1ihtGgkrTadn/c4sbcgkz84SNrhvQY0s3Oc+F3H149rulRRGM1UJI2sJ8PTAIcvSRHX1MLhiO4cnHRiE17R/KeNeVYWuqFxSRw6YICLC/LMgIv33/3EpgVERcsWlDkxkmfmiFUOegGdWNVIU76+rC3oQs1Jzvx8iG1FLTmVCcON/egPNsJm9mE+dqkymqtZMhmNuE7m6qwt6EL97101Ph+/aEIvvuPfcbHibT0BGA1KUZPKEoPc/JcqMh34amahrjHwxGZdElaT0C9XjoTPYRSSaXWg8xtN+O5fU145XCrUbnzj8+ej9l5GWjqCsDjsCBvHAOmSMWA0SS7YG4e5ha48O3H92BHnQ85GVZcNC8fO+t8RgBpe60P/mAEJ9r8uHBeHt5VXQKfPwSn1YybV4+9WTallutXliIYieJAU/eQr+k9jEa66I+9GKLk1Q26OaL0owaMRmh6PZYMo0hqH0B7T3Xhaa356dly0teHlu4Aqsu8Z/Xn0Nnh1hpUx0o8JS2+6XVdux+labrCTFOfXpLWPVxJWoKmv3qGUSgix9XQ36QI/OL9K/CHj6yBx2nBbRfOwV3XVOE3H1yF+YVuI/Pu+9ctwW8+tAqrtJ5dq2dlD8lo0EeZbz/RgTeOtgFQp7XtrPUZPY8AtaTzNx9ahRtWzjBeu7GqEO9YXIif/PMQjrao9wcvHWxBZ18IJV4HjrSM3scFAFq7g8h1WU9r0hpNjndUFeLNY+1o1fpQAfqUtCRK0qREj5ZhNNUCRuvm5ODn71+B179yMVw2M554uwE7an2Yk6cOb6guHShH434/fgwYTTKrWcFd1yxGQ2c/ntzVgDn5LlSXeXG0pRfbTgw0xpuR5UBZthM3rS7Dhvn5mJ2XgTuvXmTUWFP60i8QDjUPDRiFIlFYTcqIJzkTpzyNCwNG6c/rtA6bYRSJjn4BFSsdSjrvfHwPPvHHt4wVs7NB/97LSpmxmo6ynFZ0DG6Gaiw2jD4lLRKNorMvhK7+MEqzeT1BqclhMcFqUuLKkBNlYAPxWdjBcPIDEQbLd9uNqaq5Lhvet7YcF81Xy9reu6YclfkuXLmkCBfNy8cVVUUo8Trw/euWDDuePNdlw446H3bW+VDssePyRQXY29CFw809RukRAFw0Lx82c3wD4juvXoRoVOLPb9UDADbXNMLjsOAD55Sjwx9CW0wwYTgtPQFOSEtT58/NQ1QiLpstlHSGkURvQA22ZkyxgJGiCFy+qBAZNjMuXpCPZ/Y24q0T7cb1zDJtIWxwth+NzdTaa9LUqplZKMt2orbdj8p8l1EWsKPWh/IcJ060+fHuFTPwuUvmGq95/osXTs7G0hlX7LEjw2rCoaahq0OhBBc46XDDmyp6A2Fs/MlLaO0Ooi8UQRkDRmnN67DA1zdCSVrSU9IGbiZ8/iCuvec1fOvqRVhS4sE7f/oKuvpD+Pn7VmBdxdAxs+PxhYd2otBjx5e0yW9f/9tu9PSH8aMblxk3Ft95Yi/+tKUWG+bn486rF2Hr8XZICdzxl124ckkR/u9fRzC/MBOPfGKd2qjyrXr8+tVjeODWtXCPUD6UyM5aH2xmBfOLWF6UjnJdVrT2BCClNPajSDQKIZLLMNKnRjLDiFKVEELdz7sHAkZ6dtzoTX8F9DW1UCT5/nZjsbGqEBurBqZLnjMnB69+ecOI21Nd5sXOWh8C4Siqy7LiWksk6rGSn2nHgiI3dtb6EAxH8ey+Jly2sBDztSmGh5p7kDOo7CYcieJjv9+G+UVuHG/txdwC3jino+wMtb9gbB8vdUraKPcIesAoKo3svKmWYRTriqpC/H3nKQADgaJq7Z6a/YtODzOMUoAQAldobzaV+S6smpmNEq+60ndFVRH+fdMifGjdrMncRDqLhBCYk+8aNp04FInCMkoKNaekJe9Yay/q2vuwfm4uPnnhHFxbXTLZm0SnIctphc8fHLL/j6XptUkRxk3HkZZeHG3txR1/2YVHttfjpK8P3f1hbDnWDgB4/UibsUI3krfrfGju7h/2a83d/Xh050n84Y0TCIaj6O4P4eGt9fjbzlN47O1TqGv34yfPHcKvXjmGDJsJz+xtxBO7TkFKdfrigaZu/PDZg8hyWrG91odd9eoq4x+3nMCeU1343j/2A1DHTr92uDWp31+3o86HxSWes3IzRWdfXqYN/aEoemL2z3B09F5expS0SEzAiEF0SmF5mTZjLDwQk2E0Sg8jk6L2aAOAYCQ6rpK0M21ZqRdHW3tx0teHZaVenFuRiy9cOhe3b6jAJQsKEr6+usyLXfU+vHK4Bd39YVxRVWhkTwy0suhAc5f6XvSLl4/hhQMtuPfFI6ht9+OqpcVn75ejs0ZvxD648ftoJfixPYz065epHDC6eEEBvnjpXHxmQwWuXqLu54uK3fjuu6rw7hUzEryaRjP5Z04CAGxaVgKrScGK8mxYzQr+6/olAIDzK3PxgXNmwuNMv1GHlLyKfNewGUbBBOmmzDBKXmOnevH0iQsr8KWN85HPCWlpzeu0ICqB7kFBnLE0vTYpAhGtdKe9V125buzqx/ee2o/SbAcK3XbUdfjR3hvEzb94A7f+YduI36snEMYNP38d33li37Bff2ZPE6RUe3C8dqQVz+9vRjASRaHbjjsf24Pr/+91/Oi5g6gqceNbVy1CKCJxz4tHMDPHiU9eOAc3rJyB0myHOtpcEXiqphENnX3YUetDoduOB96sxWtHWnHVT1/Be365BU1dwweuBgtFoqg52cmG12lMLzHRG/ECaqnyaE399VK1cFSiUdtXir0sSaPUleuyobU7PmBkUsSok4IVMTAlLRhWS/wn27laxqoQajaS1azg9osr8YXL5o3YZD7WslIveoMR/PT5w8iwmnBeZS6KPHZ4HBZsr+3AvoYu3PB/r+P7Tx+AlBL3vXQE51fmYm6BC1dUFeJqBozSkp5B3BkXMJKjZhgJbXePSone4NQsSYtlMSn4zMWV+OJl84z7ZiEE3rumnBNgT9PU3WvSzMJiN2q+fbmx+rFuTi4O3LVxSP0yTU2V+Zn46/aT6O4PxV0whCJRWBJcDLGHUXIatJuiIg8DRVOB/ubf6Q8ZK29SyoSZFbFMimIEXDu0gNEVVYV4qqYRV1SpY8Xr2/twoq0XAPDq4TZjtfq2P76F461+/Nvl83DpwgK8sL8ZgXAUz+9rQn8oAptZwdf/VoM3j7XjA+eU4/G3G1CW7UR7bxCP7TyFzr4Q8jNt+O2HV+Gqn76Czr4Q7v/oGqyelW0Er1q6A7jugjkQQuDu65YYTVvPmZODzTUNKHSrgYJf3rISn/rTdnzsd9vQG1QbW+6o9cWVSYxkf0M3AuGokb5N6Ucfkd3aE8TsPPUx9TgY+ebYbBooXfMH1X06w8brDUpdeZk27Irp35LM4oAyqCQtVTKMdnzjUgiBcd3ExratuGppMewW9bi9eH4+/rmvGYeaehCOSmyv7cDxNj86/CG8Y3ER3r1iBsyKYOPfNGU1K3BYTHEBo3AkOmoAKLaHUc80yDCis2fyz5xkGPxGxmDR9KEHMVp74huXJipJMyksSUtWU2c/TIpALsdqTgleLUgU2+zXGCU+hilp+mvatCDNXddU4cPnzsIHzilHaZYTdR1+1HX0Ga9Ry8f68PSeJhxo6savXzkGQG0+qgigNxjBy4da8dDWOty/pRaBcBTf+PsevHm8HR9cNxM3rirFX3ecxD/3N+O9a8oxv9CNH99Yjf9691KcW5ELi0lBgduOYu2coJcrCyGM94iNVYU43ubHL14+hsp8F6pKPLjnvctx8YICfPjcWVAEsKNuYGjCaPY1dgEAFhV7kno+pZ7cTPWmMzbDKKxlX4xE720Rjkr4g2GYFJES2RdEI8nLtKGtJzDQxDqSOGNICLV/SzgSRVSO3iB7ImVlWMed8TArNwO3rp+NK5cU4ePrZxuPb6wqRGdfCLtPdhrDc/51oBmAGmSyjDJAhdKD22FGV1/8pMDR9mk9+ygUkejpV8/zdktqHAOUXhhmJEoB+sjYrkFNfBM1aWRJWvIaOvuRn2kb9SaK0kdWhhow8sU1gEzcBDVWbA+j9t4A7BYFOS4bvnnVQgBqT5dHd540+kIAwGcf3GmMRl5RnoUtx9pw0teHFw40490rZuDZvU2458XDONzUg3Nm5+Ce9y7H5T9+CSVZDtyybib6QxE8u7cJTqsJt12oXuxfuaRoyLatnZ2D7bUdWDJjaCDnsoWF+PrfanDS14fbN1QAUAM+/3NzNQDgrdoO7Kz1JfU3ONLcA6tZYRP4NJbn0kvSBsoQE2XaKYqAItQga28gAqfFxJtJSmm5LhuiUl0kyHXZkhpwYFLUkrSQVnqcKgGj0yGEwFffsWDI4+vn5sHjsGDt7Gx84JyZeO8vt+B3r5+A02rC3AIONJgKPA7LoJK00afCqlOWgf5QBL2BMDKsPM/T+DBgRJQC9DI0fYqBLhhOPDIzGj2rmzZlNHb1oZDlaFOGx6Guzvr8w4xZHqUUJ5ZJEYhoB1BbbxA5GfHZZ6XZTkgJbDnahlyXFX++bR0+8tuteO1IGwDgMxsq8MHfbMXXHt0NfzCCq5YWY1lpFr766G7YLQq+d+1iZGVY8czn18NuMcGkCGTYzHji9vNgVsSoWaTfuaYK/aHIsBd3eZk2rJqZjTePtWNj1dBgU3WpFw9trUMgHIHNbMLh5m785tXj+OZVC4f8zEPNPZidm8FAahrLclphUkRchmownLj8xqwoCEcl+oIROKzMaKbUFturK9dlQzg6esNfYKAkLai9N6RCSdrZYreYsPlz5yPLaUUook5JPNbai7Wzs3l+nyI8Dgu6+uMXyUa7RxBCwG42IRCOoicQYTkajdvUPXMSpRE9w6i7Pz7DKByNwjrayEwFQzKMEk1yGqwvGJnwPkjRqBzzdp6uxs5+9i+aQrxaQ0Off+CY0ffjZC+OTYpAODLQw0gfW6srzVKbAG851o4ZWU7Mys3AypnqCGSPw4IL5uZhcYkHLx5o0VZ2c3DTqlJ8cN1M3H3dEszMzdC21Wr0mQDU5pVO6+gXbhk285DxyLE+ceEc3Ly6FAuKhq4cX7awAH2hCH747EEca+3F5x7aifu31OLFAy0AgKaufmOa2+HmHo6bTXOKoo4cjy1JS2YilLr/R+EPReBkwIhS3ODm7sGwTK4kTUoEw1rAKMns03RV5HHAbjEh027B+9eWY3GJB+9ZUz7Zm0VniNs+NMNotKbXAGCzKOgPRdATCMFlZ8CIxocBI6IUMBAwig+iJCxJG9T0urm7H8u/8yye3NWQ1M+NRiUu/u8X8ZPnDo5jq8fvZy8cxqJvPW1MLpsIjZ39KOBktClD72EUGzAaKDtI7qbArAxM0GnvDSJrUMBID/gAAyPHq8vUgFFlvgtCCHzv2sUwKQKXLyqAxaRAUQTuvHoRNi0rGedvlpyL5uXje9cuGTYDaV1FLt5VXYKf/+soLvrBi6g52QWLSWBzTSMefLMWa/7jn1jzH//E23U+1HX4UZnPcoV0N3jkeDITocxaSWZfMAxHggAm0WTT+w+2avu5mmGUuOm1lDHZp1OgJC1Z/76pCo9/5jxORZtCBpekqWWZo+/TdrNJK0mLTOkJaXR2TZ8zJ1EK00vSugZlGIUSlKTpN4t64+s9p7oQCEfx1+31ANSMi9+9dhz1Hf5hX3+kpQenOvvxyPaTkFLi0R31qImZQgIAm2sa8MbRtvH9YgB21vnwrb/X4C9v1RuPPbi1DgDwjb/XjPv7jkV3fwi9wQgzjKYQs0lBps0c1/Q6rJWXJdv0OraHkVqSFh8wKnDb8Y7FatPpDC0DQ59Qo2flVJV48Ogn1+ErVwztKTGZvnftYvzsPcvxoxuX4oGPrcWmZSV4dm8T7npyH6rLvBAA/uefhyAlmGE0BeS6bPEZRsmUpJnUBQd/MGLs30SpanCGUXJT0tTrICPDaAqXpNHU53ZY4nqdJpNhZLco6A9F0RMIsySNxo17DlEK0E/iQ3oYRaJwWy0jvk4vvYlKCQUCR7TmvC8fakV3fwiPvFWPOx/fi7/tPIm/3LZuSKnOjjofAOCkrw/3/usIvr/5AArddjzzhfVw2y2QUuK2P24HAGz92iXGBdtYfO8f+7DlWDsclnpct7wEUTnQd+bZvU2obfOjLOfsNtw96VOnXBV5HGf159DE8mYMXW0DkPAmQhc7Ja19mJI0APj21VWobffjKm2Vdm5BJs6ZnYNLFhQYz1kywzveX+GssVtMcc20LSaBfx1sgddhwU9urMYdj+zCP/c3w2ISWFbmnbwNpTOi0G1Hzcku4/PkStIUbUpaxMhyJUpVGVYTMu1m1GtTK4MJMrABvYeRnJYZRjT1uB0WdAfCiEYlFEUkrEIA1GuBQFhtel3ILHsaJ545iVKASRFw2czDlqSN3sNI/Zrex+hwcw+EUC+k7n3xCL7/9AHMyHJgR60Pv3vt+JDX76j1IcOqNuP9/uYDKPLY0dzdj3tfPAIAON42kJn04xHK1r7xtxrcfN8bRpZTrNaeALYeb4fHYUFfKILWniAONXejNxjBFy6dCwDYvCe58rnTUdeuXmCWchLUlOJ1WAdlGI1jSlpEoj8UgT8YGTZglJdpwxOfOR/nVuQar3ng1rW4ZGHBkOemspUzs7H1a5fg2S9cgLIcJzZWqZlTn7qoAiVeBlLT3YwsB1p7AugLRgAAgXDiGwmzIhCJqE2v2cOIUp0QAhX5LmNqZXgMAaPp0PSapj6PwwIpBxaX1Sy70fdpmzkmw4gLAzROPHMSpYhMu3lI0+tEqweKUZKmfn6ouQeryrOxamYW7nnxCASAB29diw3z8/FfTx9AXXt8adrOOh+Wl2fhZ++pxr9dNhcP3XoOVs3MxmuHW7WvdwAAcl1W7DnVhcGklPjDGyfw+tE2/HHLCQDA8dZebK9VX/fMniZEJXDrenV8eF2H3xj3fdXSYiwqduOhrXX4xUtH8Y/dA4Gjrv4QfvfacTy6ox7d/SH85tVjeHhbHaQcX3Nu/ffWmxjT1OB1WuJ6GIW1m4JEF1A6feRye68adBpckjaV3biqFHdftxifvLBisjeFzgA9GK6XH4ciUdiSaXodlfCHwgmbsBOlgoo8Fw63aAGjqEy4OGCzKAiEozFNr3nbQ+nLrQV89PYVwaSaXpu0ptcsSaPx45mTKEVk2s1DexhFRu9hpH8pIiWklDjc3IPKAhfuvm4J8jNt+OZVCzEjy4m7rqlCKBLFg1trjde29gRwoLELK8qzsLGqCJ/eUImyHCeWlXmxt6EL/aEIdtb64LSasGF+/pBgEzBQ6gUAf3j9BLr7Q3jPL97Azfe9gb2nunDfS0dQke/CpVo2Rl27H68eaUNOhhUzc5y4fsUMHGnpxXf/sQ+fvH87atv8kFLiCw+9jW89tgeff+ht/L8/78K3H9+LL/1lF7Ycax/X37auw48Mq2nYDBJKX16n1ShvBMbT9FotydHL2jyOkcs/pxq7xYQbV5VxxX2K0ANGdVrAKKmm1yaBSDSKvmAEDmYYURqoLHChpTuATn8IwSSy6BwWE/qCkZj3Bp7vKH3p1yj6NUs4Ovo9AqC+1/eHo+gNhJFh43mexodnTqIUkWm3DO1hlOCCSM8wikQlWnuC6OwLoSLfhdl5LrzxlYtx46oyAECx14H5RZnYdrwDt/z6TTy3t8nI/rlsYWHc96wuzUIoIrG3oQs763xYMsOD8pwMtPUG0RuI376dWg+k8ytzcay1Fz989iAauvphMSm45p5XcbzNj3/ftAilWerNzJHmHjy/rwmXLiyAEAIfPHcW9v775Xj28+sBAE/VNOCf+5rx3L4mfPLCOTApApv3NGJ+YSZsZgWbaxrH9beta/ejNNs57EQpSl9ZTgt8sT2MomPPMIpEJfpCahmPnTfNlKb0c6xefptM02uTIhDSehg5Ldz3KfXpDfoPt3RrN8ujv6c7rSb0hSJsek1TgjsmYBSNSkSSyLKzmxV0+oOISnBKGo0b9xyiFJFpN6OtJxj3WCgShdWcuIdRNCqNUoRyrYG0Mqjxb3VpFv7whlo2FolKCKE+d0FR/Ejtaq0B7vYTHTjQ1I33rC6PKXfog8dhwc66DlSVeLCz1gebWcFVS4rx8qFWPLy1DhfMzcNtF8zBI2/VY9WsbKybo/Z+yXXZ8Kc369AbjBj9UwDAaTWjsiATVSVuPFXTiEK3HfmZNnzh0rnYfbITLx9qxbXLS7DteAc21zTim+9cOOR3S6SuvY/9i6YgrzZiNhKVcRPPTGPpYRSNIhBSbybsZt40U3rKdVnhsJhQq2WCJtP02qIoCEei6AuxhxGlh8p89XrlUFMPQpFowmbtdiPDSG96zUUjSl96SVlvIIxQNLlG7jaLybi3yGTAiMaJew5Risi0W3C8tTfusUQ9jGKbXjd29gMACt3D9+lZVuo1AkavH20DoPYWGpx1U+C2o9hjx5O7G9AfiqKywGX0/tl9shN3b96Plu4Als7wICIllszwYEGRGwDQG4xgeVkW1s7OwdrZOXHfd0aWAzvrfPA6LUYQKdaVi4tx9+b9sJgEbl5dBrNJwaZlJdhytB1XVBUhJ8OGZ/Y2YV9jFxYVe0b8mwwmpURdhx/rKnISP5nSSm6mDVKqY5YLPXZjSpplLBlGEYn+sJZhZOHqM6UnIQRmZDmM0uFkStJMikBvIAIpAQd7GFEaKPE6YDUpONbWi1ASDX8dFi3DiE2vaQrQA/v+YGTgeieJDKNurTqAGUY0XjxzEqUIt324KWmj1ycPNL2WaOzSAkae4cdm6qOz5+RlIBKVyM6w4rb1c0Z87g6tOXVlvgtlWnbOXU/uRXtvENcsK8bb9Z2oOdmFSxYUYE5+hvHa6hFGdOvTe768cf6wF223rCtHabYDoYg0MpCuW16C176yAaXZTqyelQ0AxnYlq7k7AH8wYvwONHXogcO3630AYppeJ93DSCAiJQJaSZqNGUaUxkqznajrSL4kzWwSxqAFZhhROlAUgawMCzp6g9qUtMQlaf5ghE2vaUrQhxPEBowSBU3tMeXGDBjRePHMSZQihu1hFImOevM7OMPIalaQ5Ry+ce/s3Azcck45fnD9UnzgnHL8+MZl8Izw3GWlXuPjinwXsjOscFpN8PlD+Pj62fjCpfOMr19RVQSn1WyM5l4yw4vhfO3KBfjY+bNw46rSYb/utJrxk5uqcePKUqyeqQaHhBDIddkAqBlKORlWo29Ssv77mQMwKWLYrCZKb4uK3bCYhLFPhKJja3qt9zDq10vSmGFEaazAbUdLdwBA8j2M9PccNr2mdJHltMLnDyXMwAbUvnR9odiSNJ7jKX05jAyjsJE1Z0lwno+9rmFJGo0X9xyiFJFpNyMYiaI/FIHdYoKUUu1hNFpJWkzT64bOfhR57CM2dhZC4NubqgAA1WVZo26L/vVclw1epzpZbE6eC73BMG6/uBJ2iwlLZnggJVCm9UxaVOxGpt084qSp9XPzsH5u3qg/d3lZFpaPsG1CCFSXebGjtmPU7xHrUFM3Ht5Wj9sumIN5hZmJX0BpxW4xYUGR29gnIlpNvynJkjSz1vcoYJSk8aaZ0leW0wKfPwgpJQJJ9DAyK8KYzMkMI0oXHoc67CAUSdzw12ExIRiOGosCLEmjdKafp/uCEWPIhyVBT8/YzGlmGNF4ndaeI4S4HsCdABYAWC2l3Bbzta8A+AiACIDbpZRPa4+vAPBbAA4A/wDwWSmlPJ3tIJoK3Frzxu7+MOwWEyJRCSlHXxFTjKbXQGNXPwrcw5ejjVVVsQcmRaAiptTs3vcth81sMm6qf/GBlXGv+Y9rFxtp32fLslIvntvXjM6+UFIj0J/c3QAhgA+fN/OsbhdNnupSL/78Vj0iUWmMTjYn2RRd0XsYGRlGvGmm9OV1WhCOSvQEwgiGo7Al0cOoS8swymAPI0oTWU4rjrb2IByNJuxXp99g62PImWFE6cxiUmAxCfhDMSVpibLsYjKMGDCi8TrdM2cNgGsBvBT7oBBiIYCbACwCsBHAPUII/Ur8XgC3AqjU/tt4mttANCV4tEyeDr86zSBkNLQbrYeR+q9eklY0Qv+isXJYTXjvmjJsWlZiPDYjy4m8TJvxeYHbHhegynXZUOwdvuH2mbJ6ltq4+pVDrYhGE8eZN9c0YlV5NvIzz8zfhVLP3MJM+IMRNHf3xzSBTD7DKCIl+o0eRryZoPSlZ4O2ahNxEh0HZkUxgvwsSaN04XVatJI0CcsoU2QBNcMIgJFJxwwjSncObfJfMMnJf7ELYS4GjGicTuvMKaXcJ6U8MMyXNgF4UEoZkFIeA3AYwGohRBEAt5TydS2r6PcArjmdbSCaKvK0Xj2teg+KJN4MjB5GWtPrwjOUYQQA/76pCjevLjtj3+9MWFGehVyXFT945gBW3PUsth5vH/G5O2o7sL+x22igTVNTtnaT7POHjBTtZJtemxQF4SgzjGhq8GpZl83aAIRkml7rWJJG6cKr9TAKhpPoYWSJzzBi02tKd06rGf5gOOkFMltswMjOgBGNz9k6c5YAqIv5vF57rET7ePDjRNNeXqZ649vSowaMwkmMgdWnpLX1BBAMR0eckDZVmBSByxYV4lhrLzr8Idzxl11GdkisUCSKr/x1Nwrddrx75YxJ2FKaKHrj9g5/MGZqyBimpGk9jCwmYQRgidJRVob6HtKsLTok08NIx4ARpQuv04JgJIqeQDhhGb4+VWqgJI3neEpv+uQ//do30bCO2MxpJxfFaJwSBoyEEM8JIWqG+W/TaC8b5jE5yuMj/exbhRDbhBDbWlpaEm0qUVrLc6kXPvqUm2RK0vQbXP0GQZ8oNpVdv2IG8jNtuH1DBY629mL7ME2wtx5vx/7GbnzlHfPhtifudUTpy+tQb5I7tak5QPIlaUrMlLTYxpBE6UjPMGpKMsMoNkDqYA8jShOxk2BLs5yjPtdhVY+Brr4QFJG43wtRqnNY1ZK0vlBywzr0r2dYTUbfU6KxSnjmlFJeIqWsGua/v4/ysnoAsbOzZwA4pT0+Y5jHR/rZ90kpV0opV+bljT5diSjduR1mWE2KkWGUzM2vnmHUG1Abl06HVeLqsiy8+bVLcP1K9RRT1+7HKV8fLv/RSzja0gMA2FHrAwBckGAqG6W/rAw9wyhkXEA5klxF0zMs/MFwwlU6olSn9zDSFx0Sld+YFa48U/rxaIsEAFCaPXrfRP1muasvxIbXNCUMzjBKdL1j1xYOWI5Gp+NsnT0fA3CTEMImhJgFtbn1m1LKBgDdQoi1Qp39/QEAowWeiKYNIQTyMm1o7VYblo6lh1GPFjBK9kZ5Kijy2GFSBOra+7Cr3ocDTd14ZLta8bqzzodZuRnGDRRNXXqGka8vOBAwSjJwGnv8MMOI0p3nNDKMMnkzQWnCO4YMo9iSNDa8pqnAYTXDH4otSUsyw4gNr+k0nNbZUwjxLiFEPYBzADwphHgaAKSUewA8DGAvgM0APiWl1BuNfALAL6E2wj4C4KnT2QaiqSTXZR2SYTTaKrH+pd6A9sYxDTKMdGaTgiKPHXUdfjR0qjdIT9U0QkqJHbU+VJd6J3cDaUI4rCbYzAp8/pDRvDrZaWcDGUYRZhhR2rOaFbhsZqNEOdFxoO//XqeFpTqUNrK0hSCXzRwXPBqOI6bpNRte01TgtJjgD4STzqjW3wc4IY1Ox2ntPVLKRwE8OsLXvgvgu8M8vg1A1en8XKKpKi/ThpM+NfgRCifuYWSUpAXVDCP7NMuSKM1yoq7dbzT7PtrSixcONKO1J4BlZd7J3TiaMOqY5SC8TiscFhOESHZKGjOMaGrxOCxJZxjpU9KyM5iJSelDDxLNyHIkPNfrZfpd/WFjEi1ROtNL0vqC6gJZoozqgR5GDBjR+DHcTpRC8jJtaNUyjIyStFEu+oeUpE2jDCMAKMt2oq6jD42d/fA4LBAC+Obf9wAAzpmdM8lbRxMlSxuz3DfGTCETexjRFJOVYRmYkmYa/f3ApPUwymHAiNKIXnpZlj16ORowcLMciUqWpNGU4LCa0DeOkjT2MKLTwbMnUQrJc9nQ1hNAJCpjml6P0sNIW13zT8MeRoDa8LKlO4Djrb2YV5CJleVZqO/ow5y8DFQWZE725tEE8TgsasAoFBnTMaCX5PQGIgkvuojSgddhRXe/+n6QMMNI2/+z2OuN0ojdYkJepg3zChO/x8cuoo12LUWULtQMo3DMlLTRz/MsSaMzgQEjohSSm2lDVALtvcGkehgpRobR2KZDTRWl2grj2/WdKPTYsbGqCADwjsVFk7lZNMG8Tgt8fUH0hyJj6uOlZ1j0BsJJ9z0iSmWxPV0S3SDrGXY5LgaMKL08/unz8KmLKhI+L/aayMqyY5oCHFYz+kNR+INhKCLxNMyBptfc/2n8eIVMlEJyMtQa+9iA0Wg9jExGhoTWw8g6vQ7phUVu4+Mijx2blhXjwnl5uGFl6SRuFU20LKcVHf4Q+sedYRRmhhFNCbH9iBJlGOk98NjDiNJNocee1DnbpAjjOLAyw4imAL0vV3tvKKmejXoGkss2eoN4otEwP40ohWRpq8M+fxDBsBowMo9ykaNPRe4NhiGSWGmYairyXVrD4xAK3Hbkumz47YdWT/Zm0QTzOC3o9Ie0aWfJB370DL3eMb6OKFXFNvZNlDXn14YlZGewGTBNXQ6LCcFwdNTFN6J0oQeMOnqDSV23OKwmWEyCverotPDsSZRCPFrAqEPrxwKMXmZmTEkLhMc0HWqqEEKgutQLYPo1/KYBWU4rgpEo2nuD48owAhL3ASBKB7mZA8GfRE2vu/pDAIDsDK4809Sl32Cz6TVNBfo1TnuSASOb2YQ/37YON68pO9ubRlMYz55EKcSrNR/t7AvCH1QDRs5RRmGaYpr2Trf+Rbo7rpiPEq8D6+fmTfam0CTRp+Y0dvWPKVPIFBMwsrG/BU0BsRlGiW6Qu/qYYURTX0NnPwCgPCfxVDWiVKffE7T1BpJeKF1W6mXTazot3HuIUkhWTIaRnv3gHKVRXWwPI7djeq4Szy9049Uvb5jszaBJpAeMfP7QmDKFYjOMbMwwoikgLzP5gFFnn5ph5Jmm7x00vXz+0rmTvQlEp22gh1EQM7IYBKWJwYARUQpxWEywmhT4/CHjTcE5SsaEvmLQHQijwGOfkG0kSjWxN7xjybSLzTCyM8OIpoBcBoyI4jx061pYzAryM3mNROlPzyrq8IdQkc+FLpoY3NOIUogQQmvirJakWU0KzKM0atRL2AD2YKHpy22PCRiNoZdVXMBompZ00tSS64qZkpagye/715YDAArdvJGmqWvN7BwsL8ua7M0gOiNiS8t43UIThRlGRClGn/plMysJb34zbWYoAojKsWVWEE0lZyLDKNFEKaJ0ENuLy5JgjPjH1s/Gx9bPPtubREREZ0hs2TGv+2mi8AqZKMV4HVZ0aBlGzgQBI0URRpYRVxpouooNGNnGNCVt4C2Qxw9NNdNtaiYR0VSXnWGFfmrndGCaKAwYEaUYr9OCzr4Q/KFIUm8GXu1mmSsNNF257APJsuPuYcSSTiIiIkphFpOCbH2hmL0XaYLwCpkoxXidFnT4g+hLIsNIfz7AlQaavkyKQKYWNHKMIfATX5LG44eIiIhSm16Wxut+mijsYUSUYrxOK3z+EPzBMJyWxIeolysNRHDbLejuD4+76fWiYvfZ2CyiCfebD67C7pOdk70ZRER0FuS6bAC6WUpPE4YBI6IU43VaEAhH0dEbQqEn8fQaoySNKw00jXkcFpz09Y3pAirDpj736qXFmJmbcbY2jWhCXTQ/HxfNz5/szSAiorMgO0NdKGYrCpooDBgRpRivQ30jOOXrw+y8xDexbHpNNND4eizHwbyCTPz1k+uwbIb3LG0VERER0Zmjl+Cz9yJNFAaMiFJMdoZ649sdSK68xuhhxIARTWNuh97DKPnjQAiB5WVZZ2uTiIiIiM4ofdBHOConeUtoumBokijF6M3sACTV9DrLqWdW8HCm6cvD0kwiIiKa4jJtasCoJxCe5C2h6YJ3mEQpJs810LfIaU2cBOjRStJ4o0zTmVGSxubvRERENEW59IBRPwNGNDEYMCJKMbmZVuPjsWUY8UaZpi+3Xc8w4tsaERERTU0XzlOHGly1tHiSt4SmC/YwIkoxsVlFyQWMrEk/l2iqMnp5JZGVR0RERJSOZuZm4Ph/XjnZm0HTCK+siVJQhtWE3mAkqZvfhUVufPUd840VB6Lp6MolxQhFJIo99sRPJiIiIiKihBgwIkpBGTYzeoMROJMoM1MUgVvXz5mArSJKXdkZVnz4vFmTvRlERERERFMGmz0QpSC9oR3LzIiIiIiIiGgyMGBElIKcNjVQxMlnRERERERENBkYMCJKQRla7yKzwkOUiIiIiIiIJh7vRolSkF6S1hsMT/KWEBERERER0XTEptdEKeirVy5ATyCMcytyJ3tTiIiIiIiIaBpiwIgoBc3Jc+Ghj58z2ZtBRERERERE0xRL0oiIiIiIiIiIKA4DRkREREREREREFIcBIyIiIiIiIiIiisOAERERERERERERxWHAiIiIiIiIiIiI4jBgREREREREREREcRgwIiIiIiIiIiKiOAwYERERERERERFRHAaMiIiIiIiIiIgoDgNGREREREREREQUhwEjIiIiIiIiIiKKw4ARERERERERERHFYcCIiIiIiIiIiIjiMGBERERERERERERxGDAiIiIiIiIiIqI4DBgREREREREREVEcBoyIiIiIiIiIiCgOA0ZERERERERERBSHASMiIiIiIiIiIorDgBEREREREREREcVhwIiIiIiIiIiIiOIwYERERERERERERHEYMCIiIiIiIiIiojhCSjnZ25AUIUQLgBOTvR1nQC6A1sneCKI0wGOFKDk8VoiSw2OFKDk8VoiSM5WOlXIpZd7gB9MmYDRVCCG2SSlXTvZ2EKU6HitEyeGxQpQcHitEyeGxQpSc6XCssCSNiIiIiIiIiIjiMGBERERERERERERxGDCaePdN9gYQpQkeK0TJ4bFClBweK0TJ4bFClJwpf6ywhxEREREREREREcVhhhEREREREREREcVhwGgCCSE2CiEOCCEOCyG+PNnbQzSZhBClQogXhBD7hBB7hBCf1R7PFkI8K4Q4pP2bFfOar2jHzwEhxOWTt/VEE0sIYRJC7BBCPKF9zuOEaBAhhFcI8RchxH7tveUcHitEQwkhPq9de9UIIR4QQth5rBABQohfCyGahRA1MY+N+dgQQqwQQuzWvvY/Qggx0b/LmcKA0QQRQpgA/AzAFQAWArhZCLFwcreKaFKFAXxRSrkAwFoAn9KOiS8D+KeUshLAP7XPoX3tJgCLAGwEcI92XBFNB58FsC/mcx4nREP9BMBmKeV8AEuhHjM8VohiCCFKANwOYKWUsgqACeqxwGOFCPgt1P081niOjXsB3AqgUvtv8PdMGwwYTZzVAA5LKY9KKYMAHgSwaZK3iWjSSCkbpJTbtY+7oV7Yl0A9Ln6nPe13AK7RPt4E4EEpZUBKeQzAYajHFdGUJoSYAeBKAL+MeZjHCVEMIYQbwHoAvwIAKWVQSukDjxWi4ZgBOIQQZgBOAKfAY4UIUsqXALQPenhMx4YQogiAW0r5ulQbRv8+5jVphwGjiVMCoC7m83rtMaJpTwgxE0A1gC0ACqSUDYAaVAKQrz2NxxBNVz8G8CUA0ZjHeJwQxZsNoAXAb7TyzV8KITLAY4UojpTyJIAfAKgF0ACgU0r5DHisEI1krMdGifbx4MfTEgNGE2e4ukWOqKNpTwjhAvAIgM9JKbtGe+owj/EYoilNCPFOAM1SyreSfckwj/E4oenADGA5gHullNUAeqGVDYyAxwpNS1r/lU0AZgEoBpAhhHjfaC8Z5jEeK0QjHxtT6phhwGji1AMojfl8BtT0T6JpSwhhgRosul9K+Vft4SYtlRPav83a4zyGaDo6F8DVQojjUEuZNwgh/ggeJ0SD1QOol1Ju0T7/C9QAEo8VoniXADgmpWyRUoYA/BXAOvBYIRrJWI+Neu3jwY+nJQaMJs5WAJVCiFlCCCvUBlmPTfI2EU0abVrArwDsk1L+MOZLjwG4Rfv4FgB/j3n8JiGETQgxC2oDuTcnanuJJoOU8itSyhlSyplQ3zeel1K+DzxOiOJIKRsB1Akh5mkPXQxgL3isEA1WC2CtEMKpXYtdDLWPJI8VouGN6djQyta6hRBrtWPsAzGvSTvmyd6A6UJKGRZCfBrA01CnEfxaSrlnkjeLaDKdC+D9AHYLIXZqj30VwH8CeFgI8RGoFzXXA4CUco8Q4mGoNwBhAJ+SUkYmfKuJUgOPE6KhPgPgfm1h7iiAD0FdHOWxQqSRUm4RQvwFwHao+/4OAPcBcIHHCk1zQogHAFwIIFcIUQ/gWxjfNdcnoE5ccwB4SvsvLQm1cTcREREREREREZGKJWlERERERERERBSHASMiIiIiIiIiIorDgBEREREREREREcVhwIiIiIiIiIiIiOIwYERERERERERERHEYMCIiIiIiIiIiojgMGBERERERERERURwGjIiIiIiIiIiIKM7/B8dFfKUxAZzaAAAAAElFTkSuQmCC\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_csv(\"../../datasets/keogh/qtdbSel100MLII.txt\", header=None, names=[\"value\"])\n",
    "df.insert(0, \"timestamp\", df.index.values)\n",
    "df[\"is_anomaly\"] = 0\n",
    "df.loc[:1000, \"value\"].plot()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1440x720 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot()\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1440x720 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.preprocessing import MinMaxScaler\n",
    "\n",
    "df[\"score\"] = pd.read_csv(\"../../results/stomp.csv\", header=None, names=[\"score\"])[\"score\"]\n",
    "plt.plot(MinMaxScaler().fit_transform(df[\"value\"].values.reshape(-1, 1)))\n",
    "plt.plot(MinMaxScaler().fit_transform(df[\"score\"].values.reshape(-1, 1)))\n",
    "plt.xlim(13000, 14500)\n",
    "plt.vlines([13520, 13720], ymin=0, ymax=1, color=\"red\")\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}